Overview
Brought to you by YData
Dataset statistics
| Number of variables | 61 |
|---|---|
| Number of observations | 2930 |
| Missing cells | 7824 |
| Missing cells (%) | 4.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 744.5 KiB |
| Average record size in memory | 260.2 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 39 |
1st_flr_sf is highly overall correlated with saleprice and 1 other fields | High correlation |
2nd_flr_sf is highly overall correlated with bedroom_abvgr and 2 other fields | High correlation |
bedroom_abvgr is highly overall correlated with 2nd_flr_sf and 2 other fields | High correlation |
bldg_type is highly overall correlated with kitchen_abvgr and 2 other fields | High correlation |
bsmt_cond is highly overall correlated with pool_qc | High correlation |
bsmt_unf_sf is highly overall correlated with bsmtfin_sf_1 | High correlation |
bsmtfin_sf_1 is highly overall correlated with bsmt_unf_sf | High correlation |
central_air is highly overall correlated with pool_qc | High correlation |
electrical is highly overall correlated with pool_qc | High correlation |
exter_qual is highly overall correlated with kitchen_qual and 2 other fields | High correlation |
exterior_1st is highly overall correlated with exterior_2nd | High correlation |
exterior_2nd is highly overall correlated with exterior_1st | High correlation |
fence is highly overall correlated with utilities | High correlation |
foundation is highly overall correlated with year_built | High correlation |
garage_area is highly overall correlated with garage_cars and 4 other fields | High correlation |
garage_cars is highly overall correlated with garage_area and 5 other fields | High correlation |
garage_yr_blt is highly overall correlated with garage_area and 5 other fields | High correlation |
gr_liv_area is highly overall correlated with 2nd_flr_sf and 5 other fields | High correlation |
half_bath is highly overall correlated with ms_subclass and 1 other fields | High correlation |
house_style is highly overall correlated with ms_subclass | High correlation |
kitchen_abvgr is highly overall correlated with bldg_type and 1 other fields | High correlation |
kitchen_qual is highly overall correlated with exter_qual | High correlation |
ms_subclass is highly overall correlated with bldg_type and 2 other fields | High correlation |
ms_zoning is highly overall correlated with neighborhood and 1 other fields | High correlation |
neighborhood is highly overall correlated with ms_zoning and 1 other fields | High correlation |
overall_qual is highly overall correlated with exter_qual and 7 other fields | High correlation |
pid is highly overall correlated with neighborhood | High correlation |
pool_qc is highly overall correlated with bldg_type and 8 other fields | High correlation |
saleprice is highly overall correlated with 1st_flr_sf and 9 other fields | High correlation |
street is highly overall correlated with pool_qc | High correlation |
total_bsmt_sf is highly overall correlated with 1st_flr_sf and 1 other fields | High correlation |
totrms_abvgrd is highly overall correlated with 2nd_flr_sf and 2 other fields | High correlation |
utilities is highly overall correlated with fence and 1 other fields | High correlation |
year_built is highly overall correlated with foundation and 6 other fields | High correlation |
year_remod_add is highly overall correlated with garage_yr_blt and 3 other fields | High correlation |
ms_zoning is highly imbalanced (62.7%) | Imbalance |
street is highly imbalanced (96.2%) | Imbalance |
land_contour is highly imbalanced (68.6%) | Imbalance |
utilities is highly imbalanced (99.2%) | Imbalance |
condition_1 is highly imbalanced (71.1%) | Imbalance |
bldg_type is highly imbalanced (57.9%) | Imbalance |
roof_style is highly imbalanced (66.4%) | Imbalance |
exter_cond is highly imbalanced (70.8%) | Imbalance |
bsmt_cond is highly imbalanced (78.1%) | Imbalance |
central_air is highly imbalanced (64.6%) | Imbalance |
electrical is highly imbalanced (78.5%) | Imbalance |
bsmt_half_bath is highly imbalanced (78.8%) | Imbalance |
kitchen_abvgr is highly imbalanced (86.0%) | Imbalance |
functional is highly imbalanced (83.0%) | Imbalance |
garage_qual is highly imbalanced (84.2%) | Imbalance |
garage_cond is highly imbalanced (87.8%) | Imbalance |
paved_drive is highly imbalanced (66.9%) | Imbalance |
bsmt_qual has 80 (2.7%) missing values | Missing |
bsmt_cond has 80 (2.7%) missing values | Missing |
bsmt_exposure has 83 (2.8%) missing values | Missing |
bsmtfin_type_1 has 80 (2.7%) missing values | Missing |
fireplace_qu has 1422 (48.5%) missing values | Missing |
garage_type has 157 (5.4%) missing values | Missing |
garage_yr_blt has 159 (5.4%) missing values | Missing |
garage_finish has 159 (5.4%) missing values | Missing |
garage_qual has 159 (5.4%) missing values | Missing |
garage_cond has 159 (5.4%) missing values | Missing |
pool_qc has 2917 (99.6%) missing values | Missing |
fence has 2358 (80.5%) missing values | Missing |
pid has unique values | Unique |
bsmtfin_sf_1 has 930 (31.7%) zeros | Zeros |
bsmtfin_sf_2 has 2578 (88.0%) zeros | Zeros |
bsmt_unf_sf has 244 (8.3%) zeros | Zeros |
total_bsmt_sf has 79 (2.7%) zeros | Zeros |
2nd_flr_sf has 1678 (57.3%) zeros | Zeros |
garage_cars has 157 (5.4%) zeros | Zeros |
garage_area has 157 (5.4%) zeros | Zeros |
wood_deck_sf has 1526 (52.1%) zeros | Zeros |
open_porch_sf has 1300 (44.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-08 16:52:36.862380 |
|---|---|
| Analysis finished | 2025-01-08 16:54:15.187441 |
| Duration | 1 minute and 38.33 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
pid
Real number (ℝ)
High correlation  Unique 
| Distinct | 2930 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.144645 × 108 |
| Minimum | 5.263011 × 108 |
|---|---|
| Maximum | 1.0071001 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 5.263011 × 108 |
|---|---|
| 5-th percentile | 5.273012 × 108 |
| Q1 | 5.2847702 × 108 |
| median | 5.3545362 × 108 |
| Q3 | 9.071811 × 108 |
| 95-th percentile | 9.1640324 × 108 |
| Maximum | 1.0071001 × 109 |
| Range | 4.8079901 × 108 |
| Interquartile range (IQR) | 3.7870408 × 108 |
Descriptive statistics
| Standard deviation | 1.8873084 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.26415707 |
| Kurtosis | -1.9951464 |
| Mean | 7.144645 × 108 |
| Median Absolute Deviation (MAD) | 8345605 |
| Skewness | 0.05588589 |
| Sum | 2.093381 × 1012 |
| Variance | 3.5619332 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 924151050 | 1 | < 0.1% |
| 526301100 | 1 | < 0.1% |
| 923226180 | 1 | < 0.1% |
| 923226150 | 1 | < 0.1% |
| 923225510 | 1 | < 0.1% |
| 923225260 | 1 | < 0.1% |
| 923225240 | 1 | < 0.1% |
| 923225190 | 1 | < 0.1% |
| 923205120 | 1 | < 0.1% |
| 923203100 | 1 | < 0.1% |
| Other values (2920) | 2920 |
| Value | Count | Frequency (%) |
| 526301100 | 1 | |
| 526302030 | 1 | |
| 526302040 | 1 | |
| 526302110 | 1 | |
| 526302120 | 1 | |
| 526303060 | 1 | |
| 526350040 | 1 | |
| 526351010 | 1 | |
| 526351030 | 1 | |
| 526351100 | 1 |
| Value | Count | Frequency (%) |
| 1007100110 | 1 | |
| 924152030 | 1 | |
| 924151050 | 1 | |
| 924151040 | 1 | |
| 924100070 | 1 | |
| 924100060 | 1 | |
| 924100050 | 1 | |
| 924100040 | 1 | |
| 924100020 | 1 | |
| 923426070 | 1 |
ms_subclass
Real number (ℝ)
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.387372 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.638025 |
|---|---|
| Coefficient of variation (CV) | 0.74298618 |
| Kurtosis | 1.386775 |
| Mean | 57.387372 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.3575794 |
| Sum | 168145 |
| Variance | 1818.0011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 1079 | |
| 60 | 575 | |
| 50 | 287 | 9.8% |
| 120 | 192 | 6.6% |
| 30 | 139 | 4.7% |
| 160 | 129 | 4.4% |
| 70 | 128 | 4.4% |
| 80 | 118 | 4.0% |
| 90 | 109 | 3.7% |
| 190 | 61 | 2.1% |
| Other values (6) | 113 | 3.9% |
| Value | Count | Frequency (%) |
| 20 | 1079 | |
| 30 | 139 | 4.7% |
| 40 | 6 | 0.2% |
| 45 | 18 | 0.6% |
| 50 | 287 | 9.8% |
| 60 | 575 | |
| 70 | 128 | 4.4% |
| 75 | 23 | 0.8% |
| 80 | 118 | 4.0% |
| 85 | 48 | 1.6% |
| Value | Count | Frequency (%) |
| 190 | 61 | 2.1% |
| 180 | 17 | 0.6% |
| 160 | 129 | |
| 150 | 1 | < 0.1% |
| 120 | 192 | |
| 90 | 109 | |
| 85 | 48 | 1.6% |
| 80 | 118 | |
| 75 | 23 | 0.8% |
| 70 | 128 |
ms_zoning
Categorical
High correlation  Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| RL | |
|---|---|
| RM | |
| FV | 139 |
| RH | 27 |
| C | 25 |
| Other values (2) | 4 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.9901024 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RH |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 2273 | |
| RM | 462 | 15.8% |
| FV | 139 | 4.7% |
| RH | 27 | 0.9% |
| C | 25 | 0.9% |
| A | 2 | 0.1% |
| I | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 2273 | |
| rm | 462 | 15.8% |
| fv | 139 | 4.7% |
| rh | 27 | 0.9% |
| c | 25 | 0.9% |
| a | 2 | 0.1% |
| i | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 2762 | |
| L | 2273 | |
| M | 462 | 7.9% |
| F | 139 | 2.4% |
| V | 139 | 2.4% |
| H | 27 | 0.5% |
| C | 25 | 0.4% |
| A | 2 | < 0.1% |
| I | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5831 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 2762 | |
| L | 2273 | |
| M | 462 | 7.9% |
| F | 139 | 2.4% |
| V | 139 | 2.4% |
| H | 27 | 0.5% |
| C | 25 | 0.4% |
| A | 2 | < 0.1% |
| I | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5831 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 2762 | |
| L | 2273 | |
| M | 462 | 7.9% |
| F | 139 | 2.4% |
| V | 139 | 2.4% |
| H | 27 | 0.5% |
| C | 25 | 0.4% |
| A | 2 | < 0.1% |
| I | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5831 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 2762 | |
| L | 2273 | |
| M | 462 | 7.9% |
| F | 139 | 2.4% |
| V | 139 | 2.4% |
| H | 27 | 0.5% |
| C | 25 | 0.4% |
| A | 2 | < 0.1% |
| I | 2 | < 0.1% |
lot_area
Real number (ℝ)
| Distinct | 1960 |
|---|---|
| Distinct (%) | 66.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10147.922 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3188.3 |
| Q1 | 7440.25 |
| median | 9436.5 |
| Q3 | 11555.25 |
| 95-th percentile | 17131 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4115 |
Descriptive statistics
| Standard deviation | 7880.0178 |
|---|---|
| Coefficient of variation (CV) | 0.77651542 |
| Kurtosis | 265.02367 |
| Mean | 10147.922 |
| Median Absolute Deviation (MAD) | 2040 |
| Skewness | 12.820898 |
| Sum | 29733411 |
| Variance | 62094680 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9600 | 44 | 1.5% |
| 7200 | 43 | 1.5% |
| 6000 | 34 | 1.2% |
| 9000 | 29 | 1.0% |
| 10800 | 25 | 0.9% |
| 8400 | 21 | 0.7% |
| 7500 | 21 | 0.7% |
| 6240 | 18 | 0.6% |
| 1680 | 18 | 0.6% |
| 6120 | 17 | 0.6% |
| Other values (1950) | 2660 |
| Value | Count | Frequency (%) |
| 1300 | 1 | |
| 1470 | 1 | |
| 1476 | 1 | |
| 1477 | 2 | |
| 1484 | 1 | |
| 1488 | 1 | |
| 1491 | 1 | |
| 1495 | 1 | |
| 1504 | 1 | |
| 1526 | 2 |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 56600 | 1 | |
| 53504 | 1 | |
| 53227 | 1 |
street
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Pave | |
|---|---|
| Grvl | 12 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 2918 | |
| Grvl | 12 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 2918 | |
| grvl | 12 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 2930 | |
| P | 2918 | |
| a | 2918 | |
| e | 2918 | |
| G | 12 | 0.1% |
| r | 12 | 0.1% |
| l | 12 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11720 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 2930 | |
| P | 2918 | |
| a | 2918 | |
| e | 2918 | |
| G | 12 | 0.1% |
| r | 12 | 0.1% |
| l | 12 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11720 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 2930 | |
| P | 2918 | |
| a | 2918 | |
| e | 2918 | |
| G | 12 | 0.1% |
| r | 12 | 0.1% |
| l | 12 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11720 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 2930 | |
| P | 2918 | |
| a | 2918 | |
| e | 2918 | |
| G | 12 | 0.1% |
| r | 12 | 0.1% |
| l | 12 | 0.1% |
lot_shape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 76 |
| IR3 | 16 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IR1 |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | Reg |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 1859 | |
| IR1 | 979 | |
| IR2 | 76 | 2.6% |
| IR3 | 16 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 1859 | |
| ir1 | 979 | |
| ir2 | 76 | 2.6% |
| ir3 | 16 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 2930 | |
| e | 1859 | |
| g | 1859 | |
| I | 1071 | 12.2% |
| 1 | 979 | 11.1% |
| 2 | 76 | 0.9% |
| 3 | 16 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 2930 | |
| e | 1859 | |
| g | 1859 | |
| I | 1071 | 12.2% |
| 1 | 979 | 11.1% |
| 2 | 76 | 0.9% |
| 3 | 16 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 2930 | |
| e | 1859 | |
| g | 1859 | |
| I | 1071 | 12.2% |
| 1 | 979 | 11.1% |
| 2 | 76 | 0.9% |
| 3 | 16 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 2930 | |
| e | 1859 | |
| g | 1859 | |
| I | 1071 | 12.2% |
| 1 | 979 | 11.1% |
| 2 | 76 | 0.9% |
| 3 | 16 | 0.2% |
land_contour
Categorical
Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Lvl | |
|---|---|
| HLS | 120 |
| Bnk | 117 |
| Low | 60 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 2633 | |
| HLS | 120 | 4.1% |
| Bnk | 117 | 4.0% |
| Low | 60 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 2633 | |
| hls | 120 | 4.1% |
| bnk | 117 | 4.0% |
| low | 60 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 2813 | |
| v | 2633 | |
| l | 2633 | |
| H | 120 | 1.4% |
| S | 120 | 1.4% |
| B | 117 | 1.3% |
| n | 117 | 1.3% |
| k | 117 | 1.3% |
| o | 60 | 0.7% |
| w | 60 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 2813 | |
| v | 2633 | |
| l | 2633 | |
| H | 120 | 1.4% |
| S | 120 | 1.4% |
| B | 117 | 1.3% |
| n | 117 | 1.3% |
| k | 117 | 1.3% |
| o | 60 | 0.7% |
| w | 60 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 2813 | |
| v | 2633 | |
| l | 2633 | |
| H | 120 | 1.4% |
| S | 120 | 1.4% |
| B | 117 | 1.3% |
| n | 117 | 1.3% |
| k | 117 | 1.3% |
| o | 60 | 0.7% |
| w | 60 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8790 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 2813 | |
| v | 2633 | |
| l | 2633 | |
| H | 120 | 1.4% |
| S | 120 | 1.4% |
| B | 117 | 1.3% |
| n | 117 | 1.3% |
| k | 117 | 1.3% |
| o | 60 | 0.7% |
| w | 60 | 0.7% |
utilities
Categorical
High correlation  Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| AllPub | |
|---|---|
| NoSewr | 2 |
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 2927 | |
| NoSewr | 2 | 0.1% |
| NoSeWa | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 2927 | |
| nosewr | 2 | 0.1% |
| nosewa | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 5854 | |
| A | 2927 | |
| P | 2927 | |
| u | 2927 | |
| b | 2927 | |
| N | 3 | < 0.1% |
| o | 3 | < 0.1% |
| S | 3 | < 0.1% |
| e | 3 | < 0.1% |
| w | 2 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17580 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 5854 | |
| A | 2927 | |
| P | 2927 | |
| u | 2927 | |
| b | 2927 | |
| N | 3 | < 0.1% |
| o | 3 | < 0.1% |
| S | 3 | < 0.1% |
| e | 3 | < 0.1% |
| w | 2 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17580 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 5854 | |
| A | 2927 | |
| P | 2927 | |
| u | 2927 | |
| b | 2927 | |
| N | 3 | < 0.1% |
| o | 3 | < 0.1% |
| S | 3 | < 0.1% |
| e | 3 | < 0.1% |
| w | 2 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17580 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 5854 | |
| A | 2927 | |
| P | 2927 | |
| u | 2927 | |
| b | 2927 | |
| N | 3 | < 0.1% |
| o | 3 | < 0.1% |
| S | 3 | < 0.1% |
| e | 3 | < 0.1% |
| w | 2 | < 0.1% |
| Other values (3) | 4 | < 0.1% |
lot_config
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 180 |
| FR2 | 85 |
| FR3 | 14 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9600683 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Corner |
|---|---|
| 2nd row | Inside |
| 3rd row | Corner |
| 4th row | Corner |
| 5th row | Inside |
Common Values
| Value | Count | Frequency (%) |
| Inside | 2140 | |
| Corner | 511 | 17.4% |
| CulDSac | 180 | 6.1% |
| FR2 | 85 | 2.9% |
| FR3 | 14 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 2140 | |
| corner | 511 | 17.4% |
| culdsac | 180 | 6.1% |
| fr2 | 85 | 2.9% |
| fr3 | 14 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2651 | |
| e | 2651 | |
| I | 2140 | |
| s | 2140 | |
| i | 2140 | |
| d | 2140 | |
| r | 1022 | 5.9% |
| C | 691 | 4.0% |
| o | 511 | 2.9% |
| u | 180 | 1.0% |
| Other values (9) | 1197 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17463 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 2651 | |
| e | 2651 | |
| I | 2140 | |
| s | 2140 | |
| i | 2140 | |
| d | 2140 | |
| r | 1022 | 5.9% |
| C | 691 | 4.0% |
| o | 511 | 2.9% |
| u | 180 | 1.0% |
| Other values (9) | 1197 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17463 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 2651 | |
| e | 2651 | |
| I | 2140 | |
| s | 2140 | |
| i | 2140 | |
| d | 2140 | |
| r | 1022 | 5.9% |
| C | 691 | 4.0% |
| o | 511 | 2.9% |
| u | 180 | 1.0% |
| Other values (9) | 1197 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17463 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 2651 | |
| e | 2651 | |
| I | 2140 | |
| s | 2140 | |
| i | 2140 | |
| d | 2140 | |
| r | 1022 | 5.9% |
| C | 691 | 4.0% |
| o | 511 | 2.9% |
| u | 180 | 1.0% |
| Other values (9) | 1197 |
neighborhood
Categorical
High correlation 
| Distinct | 28 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (23) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.4993174 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NAmes |
|---|---|
| 2nd row | NAmes |
| 3rd row | NAmes |
| 4th row | NAmes |
| 5th row | Gilbert |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 443 | |
| CollgCr | 267 | 9.1% |
| OldTown | 239 | 8.2% |
| Edwards | 194 | 6.6% |
| Somerst | 182 | 6.2% |
| NridgHt | 166 | 5.7% |
| Gilbert | 165 | 5.6% |
| Sawyer | 151 | 5.2% |
| NWAmes | 131 | 4.5% |
| SawyerW | 125 | 4.3% |
| Other values (18) | 867 |
Length
| Value | Count | Frequency (%) |
| names | 443 | |
| collgcr | 267 | 9.1% |
| oldtown | 239 | 8.2% |
| edwards | 194 | 6.6% |
| somerst | 182 | 6.2% |
| nridght | 166 | 5.7% |
| gilbert | 165 | 5.6% |
| sawyer | 151 | 5.2% |
| nwames | 131 | 4.5% |
| sawyerw | 125 | 4.3% |
| Other values (18) | 867 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1840 | 9.7% |
| e | 1832 | 9.6% |
| l | 1214 | 6.4% |
| d | 1010 | 5.3% |
| s | 968 | 5.1% |
| o | 950 | 5.0% |
| m | 857 | 4.5% |
| w | 849 | 4.5% |
| N | 834 | 4.4% |
| C | 725 | 3.8% |
| Other values (29) | 7964 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1840 | 9.7% |
| e | 1832 | 9.6% |
| l | 1214 | 6.4% |
| d | 1010 | 5.3% |
| s | 968 | 5.1% |
| o | 950 | 5.0% |
| m | 857 | 4.5% |
| w | 849 | 4.5% |
| N | 834 | 4.4% |
| C | 725 | 3.8% |
| Other values (29) | 7964 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1840 | 9.7% |
| e | 1832 | 9.6% |
| l | 1214 | 6.4% |
| d | 1010 | 5.3% |
| s | 968 | 5.1% |
| o | 950 | 5.0% |
| m | 857 | 4.5% |
| w | 849 | 4.5% |
| N | 834 | 4.4% |
| C | 725 | 3.8% |
| Other values (29) | 7964 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1840 | 9.7% |
| e | 1832 | 9.6% |
| l | 1214 | 6.4% |
| d | 1010 | 5.3% |
| s | 968 | 5.1% |
| o | 950 | 5.0% |
| m | 857 | 4.5% |
| w | 849 | 4.5% |
| N | 834 | 4.4% |
| C | 725 | 3.8% |
| Other values (29) | 7964 |
condition_1
Categorical
Imbalance 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| Norm | |
|---|---|
| Feedr | 164 |
| Artery | 92 |
| RRAn | 50 |
| PosN | 39 |
| Other values (4) | 63 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1187713 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Feedr |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 2522 | |
| Feedr | 164 | 5.6% |
| Artery | 92 | 3.1% |
| RRAn | 50 | 1.7% |
| PosN | 39 | 1.3% |
| RRAe | 28 | 1.0% |
| PosA | 20 | 0.7% |
| RRNn | 9 | 0.3% |
| RRNe | 6 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 2522 | |
| feedr | 164 | 5.6% |
| artery | 92 | 3.1% |
| rran | 50 | 1.7% |
| posn | 39 | 1.3% |
| rrae | 28 | 1.0% |
| posa | 20 | 0.7% |
| rrnn | 9 | 0.3% |
| rrne | 6 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2870 | |
| o | 2581 | |
| N | 2576 | |
| m | 2522 | |
| e | 454 | 3.8% |
| A | 190 | 1.6% |
| R | 186 | 1.5% |
| F | 164 | 1.4% |
| d | 164 | 1.4% |
| t | 92 | 0.8% |
| Other values (4) | 269 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12068 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2870 | |
| o | 2581 | |
| N | 2576 | |
| m | 2522 | |
| e | 454 | 3.8% |
| A | 190 | 1.6% |
| R | 186 | 1.5% |
| F | 164 | 1.4% |
| d | 164 | 1.4% |
| t | 92 | 0.8% |
| Other values (4) | 269 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12068 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2870 | |
| o | 2581 | |
| N | 2576 | |
| m | 2522 | |
| e | 454 | 3.8% |
| A | 190 | 1.6% |
| R | 186 | 1.5% |
| F | 164 | 1.4% |
| d | 164 | 1.4% |
| t | 92 | 0.8% |
| Other values (4) | 269 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12068 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2870 | |
| o | 2581 | |
| N | 2576 | |
| m | 2522 | |
| e | 454 | 3.8% |
| A | 190 | 1.6% |
| R | 186 | 1.5% |
| F | 164 | 1.4% |
| d | 164 | 1.4% |
| t | 92 | 0.8% |
| Other values (4) | 269 | 2.2% |
bldg_type
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 233 |
| Duplex | 109 |
| Twnhs | 101 |
| 2fmCon | 62 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3102389 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | 1Fam |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 2425 | |
| TwnhsE | 233 | 8.0% |
| Duplex | 109 | 3.7% |
| Twnhs | 101 | 3.4% |
| 2fmCon | 62 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 2425 | |
| twnhse | 233 | 8.0% |
| duplex | 109 | 3.7% |
| twnhs | 101 | 3.4% |
| 2fmcon | 62 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 2487 | |
| 1 | 2425 | |
| F | 2425 | |
| a | 2425 | |
| n | 396 | 3.1% |
| T | 334 | 2.6% |
| w | 334 | 2.6% |
| h | 334 | 2.6% |
| s | 334 | 2.6% |
| E | 233 | 1.8% |
| Other values (10) | 902 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12629 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 2487 | |
| 1 | 2425 | |
| F | 2425 | |
| a | 2425 | |
| n | 396 | 3.1% |
| T | 334 | 2.6% |
| w | 334 | 2.6% |
| h | 334 | 2.6% |
| s | 334 | 2.6% |
| E | 233 | 1.8% |
| Other values (10) | 902 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12629 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 2487 | |
| 1 | 2425 | |
| F | 2425 | |
| a | 2425 | |
| n | 396 | 3.1% |
| T | 334 | 2.6% |
| w | 334 | 2.6% |
| h | 334 | 2.6% |
| s | 334 | 2.6% |
| E | 233 | 1.8% |
| Other values (10) | 902 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12629 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 2487 | |
| 1 | 2425 | |
| F | 2425 | |
| a | 2425 | |
| n | 396 | 3.1% |
| T | 334 | 2.6% |
| w | 334 | 2.6% |
| h | 334 | 2.6% |
| s | 334 | 2.6% |
| E | 233 | 1.8% |
| Other values (10) | 902 | 7.1% |
house_style
Categorical
High correlation 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 128 |
| SFoyer | 83 |
| Other values (3) | 51 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.912628 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 1Story |
| 4th row | 1Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 1481 | |
| 2Story | 873 | |
| 1.5Fin | 314 | 10.7% |
| SLvl | 128 | 4.4% |
| SFoyer | 83 | 2.8% |
| 2.5Unf | 24 | 0.8% |
| 1.5Unf | 19 | 0.6% |
| 2.5Fin | 8 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 1481 | |
| 2story | 873 | |
| 1.5fin | 314 | 10.7% |
| slvl | 128 | 4.4% |
| sfoyer | 83 | 2.8% |
| 2.5unf | 24 | 0.8% |
| 1.5unf | 19 | 0.6% |
| 2.5fin | 8 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 2565 | |
| o | 2437 | |
| y | 2437 | |
| r | 2437 | |
| t | 2354 | |
| 1 | 1814 | |
| 2 | 905 | 5.2% |
| F | 405 | 2.3% |
| . | 365 | 2.1% |
| 5 | 365 | 2.1% |
| Other values (8) | 1240 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17324 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 2565 | |
| o | 2437 | |
| y | 2437 | |
| r | 2437 | |
| t | 2354 | |
| 1 | 1814 | |
| 2 | 905 | 5.2% |
| F | 405 | 2.3% |
| . | 365 | 2.1% |
| 5 | 365 | 2.1% |
| Other values (8) | 1240 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17324 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 2565 | |
| o | 2437 | |
| y | 2437 | |
| r | 2437 | |
| t | 2354 | |
| 1 | 1814 | |
| 2 | 905 | 5.2% |
| F | 405 | 2.3% |
| . | 365 | 2.1% |
| 5 | 365 | 2.1% |
| Other values (8) | 1240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17324 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 2565 | |
| o | 2437 | |
| y | 2437 | |
| r | 2437 | |
| t | 2354 | |
| 1 | 1814 | |
| 2 | 905 | 5.2% |
| F | 405 | 2.3% |
| . | 365 | 2.1% |
| 5 | 365 | 2.1% |
| Other values (8) | 1240 |
overall_qual
Real number (ℝ)
High correlation 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0948805 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4110261 |
|---|---|
| Coefficient of variation (CV) | 0.23151005 |
| Kurtosis | 0.05241245 |
| Mean | 6.0948805 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.19063396 |
| Sum | 17858 |
| Variance | 1.9909946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 825 | |
| 6 | 732 | |
| 7 | 602 | |
| 8 | 350 | |
| 4 | 226 | 7.7% |
| 9 | 107 | 3.7% |
| 3 | 40 | 1.4% |
| 10 | 31 | 1.1% |
| 2 | 13 | 0.4% |
| 1 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4 | 0.1% |
| 2 | 13 | 0.4% |
| 3 | 40 | 1.4% |
| 4 | 226 | 7.7% |
| 5 | 825 | |
| 6 | 732 | |
| 7 | 602 | |
| 8 | 350 | |
| 9 | 107 | 3.7% |
| 10 | 31 | 1.1% |
| Value | Count | Frequency (%) |
| 10 | 31 | 1.1% |
| 9 | 107 | 3.7% |
| 8 | 350 | |
| 7 | 602 | |
| 6 | 732 | |
| 5 | 825 | |
| 4 | 226 | 7.7% |
| 3 | 40 | 1.4% |
| 2 | 13 | 0.4% |
| 1 | 4 | 0.1% |
overall_cond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5631399 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1115366 |
|---|---|
| Coefficient of variation (CV) | 0.19980381 |
| Kurtosis | 1.4914497 |
| Mean | 5.5631399 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.57442948 |
| Sum | 16300 |
| Variance | 1.2355135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1654 | |
| 6 | 533 | 18.2% |
| 7 | 390 | 13.3% |
| 8 | 144 | 4.9% |
| 4 | 101 | 3.4% |
| 3 | 50 | 1.7% |
| 9 | 41 | 1.4% |
| 2 | 10 | 0.3% |
| 1 | 7 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.2% |
| 2 | 10 | 0.3% |
| 3 | 50 | 1.7% |
| 4 | 101 | 3.4% |
| 5 | 1654 | |
| 6 | 533 | 18.2% |
| 7 | 390 | 13.3% |
| 8 | 144 | 4.9% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 9 | 41 | 1.4% |
| 8 | 144 | 4.9% |
| 7 | 390 | 13.3% |
| 6 | 533 | 18.2% |
| 5 | 1654 | |
| 4 | 101 | 3.4% |
| 3 | 50 | 1.7% |
| 2 | 10 | 0.3% |
| 1 | 7 | 0.2% |
year_built
Real number (ℝ)
High correlation 
| Distinct | 118 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.3563 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2001 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 30.245361 |
|---|---|
| Coefficient of variation (CV) | 0.015342412 |
| Kurtosis | -0.50171504 |
| Mean | 1971.3563 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.60446222 |
| Sum | 5776074 |
| Variance | 914.78184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 142 | 4.8% |
| 2006 | 138 | 4.7% |
| 2007 | 109 | 3.7% |
| 2004 | 99 | 3.4% |
| 2003 | 88 | 3.0% |
| 1977 | 57 | 1.9% |
| 1920 | 57 | 1.9% |
| 1976 | 54 | 1.8% |
| 1999 | 52 | 1.8% |
| 2008 | 49 | 1.7% |
| Other values (108) | 2085 |
| Value | Count | Frequency (%) |
| 1872 | 1 | < 0.1% |
| 1875 | 1 | < 0.1% |
| 1879 | 1 | < 0.1% |
| 1880 | 5 | |
| 1882 | 1 | < 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 7 | |
| 1892 | 2 | 0.1% |
| 1893 | 1 | < 0.1% |
| 1895 | 3 |
| Value | Count | Frequency (%) |
| 2010 | 3 | 0.1% |
| 2009 | 25 | 0.9% |
| 2008 | 49 | 1.7% |
| 2007 | 109 | |
| 2006 | 138 | |
| 2005 | 142 | |
| 2004 | 99 | |
| 2003 | 88 | |
| 2002 | 47 | 1.6% |
| 2001 | 35 | 1.2% |
year_remod_add
Real number (ℝ)
High correlation 
| Distinct | 61 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.2666 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1965 |
| median | 1993 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 20.860286 |
|---|---|
| Coefficient of variation (CV) | 0.010512845 |
| Kurtosis | -1.3415159 |
| Mean | 1984.2666 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.45186265 |
| Sum | 5813901 |
| Variance | 435.15153 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1950 | 361 | 12.3% |
| 2006 | 202 | 6.9% |
| 2007 | 164 | 5.6% |
| 2005 | 141 | 4.8% |
| 2004 | 111 | 3.8% |
| 2000 | 104 | 3.5% |
| 2003 | 99 | 3.4% |
| 2002 | 82 | 2.8% |
| 2008 | 81 | 2.8% |
| 1998 | 79 | 2.7% |
| Other values (51) | 1506 |
| Value | Count | Frequency (%) |
| 1950 | 361 | |
| 1951 | 14 | 0.5% |
| 1952 | 15 | 0.5% |
| 1953 | 20 | 0.7% |
| 1954 | 28 | 1.0% |
| 1955 | 25 | 0.9% |
| 1956 | 30 | 1.0% |
| 1957 | 20 | 0.7% |
| 1958 | 34 | 1.2% |
| 1959 | 30 | 1.0% |
| Value | Count | Frequency (%) |
| 2010 | 13 | 0.4% |
| 2009 | 34 | 1.2% |
| 2008 | 81 | |
| 2007 | 164 | |
| 2006 | 202 | |
| 2005 | 141 | |
| 2004 | 111 | |
| 2003 | 99 | |
| 2002 | 82 | |
| 2001 | 49 | 1.7% |
roof_style
Categorical
Imbalance 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Gable | |
|---|---|
| Hip | |
| Gambrel | 22 |
| Flat | 20 |
| Mansard | 11 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.637884 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hip |
|---|---|
| 2nd row | Gable |
| 3rd row | Hip |
| 4th row | Hip |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 2321 | |
| Hip | 551 | 18.8% |
| Gambrel | 22 | 0.8% |
| Flat | 20 | 0.7% |
| Mansard | 11 | 0.4% |
| Shed | 5 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 2321 | |
| hip | 551 | 18.8% |
| gambrel | 22 | 0.8% |
| flat | 20 | 0.7% |
| mansard | 11 | 0.4% |
| shed | 5 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2385 | |
| l | 2363 | |
| e | 2348 | |
| G | 2343 | |
| b | 2343 | |
| H | 551 | 4.1% |
| i | 551 | 4.1% |
| p | 551 | 4.1% |
| r | 33 | 0.2% |
| m | 22 | 0.2% |
| Other values (8) | 99 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13589 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2385 | |
| l | 2363 | |
| e | 2348 | |
| G | 2343 | |
| b | 2343 | |
| H | 551 | 4.1% |
| i | 551 | 4.1% |
| p | 551 | 4.1% |
| r | 33 | 0.2% |
| m | 22 | 0.2% |
| Other values (8) | 99 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13589 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2385 | |
| l | 2363 | |
| e | 2348 | |
| G | 2343 | |
| b | 2343 | |
| H | 551 | 4.1% |
| i | 551 | 4.1% |
| p | 551 | 4.1% |
| r | 33 | 0.2% |
| m | 22 | 0.2% |
| Other values (8) | 99 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13589 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2385 | |
| l | 2363 | |
| e | 2348 | |
| G | 2343 | |
| b | 2343 | |
| H | 551 | 4.1% |
| i | 551 | 4.1% |
| p | 551 | 4.1% |
| r | 33 | 0.2% |
| m | 22 | 0.2% |
| Other values (8) | 99 | 0.7% |
exterior_1st
Categorical
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (11) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9832765 |
| Min length | 5 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | BrkFace |
|---|---|
| 2nd row | VinylSd |
| 3rd row | Wd Sdng |
| 4th row | BrkFace |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 1026 | |
| MetalSd | 450 | |
| HdBoard | 442 | |
| Wd Sdng | 420 | |
| Plywood | 221 | 7.5% |
| CemntBd | 126 | 4.3% |
| BrkFace | 88 | 3.0% |
| WdShing | 56 | 1.9% |
| AsbShng | 44 | 1.5% |
| Stucco | 43 | 1.5% |
| Other values (6) | 14 | 0.5% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 1026 | |
| metalsd | 450 | |
| hdboard | 442 | |
| wd | 420 | |
| sdng | 420 | |
| plywood | 221 | 6.6% |
| cemntbd | 126 | 3.8% |
| brkface | 88 | 2.6% |
| wdshing | 56 | 1.7% |
| asbshng | 44 | 1.3% |
| Other values (7) | 57 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 3603 | |
| S | 2044 | 10.0% |
| l | 1699 | 8.3% |
| n | 1676 | 8.2% |
| y | 1247 | 6.1% |
| i | 1082 | 5.3% |
| V | 1026 | 5.0% |
| a | 981 | 4.8% |
| o | 937 | 4.6% |
| e | 667 | 3.3% |
| Other values (22) | 5499 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20461 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 3603 | |
| S | 2044 | 10.0% |
| l | 1699 | 8.3% |
| n | 1676 | 8.2% |
| y | 1247 | 6.1% |
| i | 1082 | 5.3% |
| V | 1026 | 5.0% |
| a | 981 | 4.8% |
| o | 937 | 4.6% |
| e | 667 | 3.3% |
| Other values (22) | 5499 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20461 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 3603 | |
| S | 2044 | 10.0% |
| l | 1699 | 8.3% |
| n | 1676 | 8.2% |
| y | 1247 | 6.1% |
| i | 1082 | 5.3% |
| V | 1026 | 5.0% |
| a | 981 | 4.8% |
| o | 937 | 4.6% |
| e | 667 | 3.3% |
| Other values (22) | 5499 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20461 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 3603 | |
| S | 2044 | 10.0% |
| l | 1699 | 8.3% |
| n | 1676 | 8.2% |
| y | 1247 | 6.1% |
| i | 1082 | 5.3% |
| V | 1026 | 5.0% |
| a | 981 | 4.8% |
| o | 937 | 4.6% |
| e | 667 | 3.3% |
| Other values (22) | 5499 |
exterior_2nd
Categorical
High correlation 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (12) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.978157 |
| Min length | 5 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Plywood |
|---|---|
| 2nd row | VinylSd |
| 3rd row | Wd Sdng |
| 4th row | BrkFace |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 1015 | |
| MetalSd | 447 | |
| HdBoard | 406 | 13.9% |
| Wd Sdng | 397 | 13.5% |
| Plywood | 274 | 9.4% |
| CmentBd | 126 | 4.3% |
| Wd Shng | 81 | 2.8% |
| Stucco | 47 | 1.6% |
| BrkFace | 47 | 1.6% |
| AsbShng | 38 | 1.3% |
| Other values (7) | 52 | 1.8% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 1015 | |
| wd | 478 | |
| metalsd | 447 | |
| hdboard | 406 | 11.8% |
| sdng | 397 | 11.6% |
| plywood | 274 | 8.0% |
| cmentbd | 126 | 3.7% |
| shng | 81 | 2.4% |
| stucco | 47 | 1.4% |
| brkface | 47 | 1.4% |
| Other values (9) | 112 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 3549 | |
| S | 2050 | 10.0% |
| l | 1739 | 8.5% |
| n | 1689 | 8.3% |
| y | 1289 | 6.3% |
| V | 1015 | 5.0% |
| i | 1015 | 5.0% |
| o | 1010 | 4.9% |
| a | 901 | 4.4% |
| t | 643 | 3.1% |
| Other values (23) | 5546 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20446 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 3549 | |
| S | 2050 | 10.0% |
| l | 1739 | 8.5% |
| n | 1689 | 8.3% |
| y | 1289 | 6.3% |
| V | 1015 | 5.0% |
| i | 1015 | 5.0% |
| o | 1010 | 4.9% |
| a | 901 | 4.4% |
| t | 643 | 3.1% |
| Other values (23) | 5546 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20446 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 3549 | |
| S | 2050 | 10.0% |
| l | 1739 | 8.5% |
| n | 1689 | 8.3% |
| y | 1289 | 6.3% |
| V | 1015 | 5.0% |
| i | 1015 | 5.0% |
| o | 1010 | 4.9% |
| a | 901 | 4.4% |
| t | 643 | 3.1% |
| Other values (23) | 5546 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20446 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 3549 | |
| S | 2050 | 10.0% |
| l | 1739 | 8.5% |
| n | 1689 | 8.3% |
| y | 1289 | 6.3% |
| V | 1015 | 5.0% |
| i | 1015 | 5.0% |
| o | 1010 | 4.9% |
| a | 901 | 4.4% |
| t | 643 | 3.1% |
| Other values (23) | 5546 |
exter_qual
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 107 |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1799 | |
| Gd | 989 | |
| Ex | 107 | 3.7% |
| Fa | 35 | 1.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1799 | |
| gd | 989 | |
| ex | 107 | 3.7% |
| fa | 35 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1799 | |
| A | 1799 | |
| G | 989 | |
| d | 989 | |
| E | 107 | 1.8% |
| x | 107 | 1.8% |
| F | 35 | 0.6% |
| a | 35 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1799 | |
| A | 1799 | |
| G | 989 | |
| d | 989 | |
| E | 107 | 1.8% |
| x | 107 | 1.8% |
| F | 35 | 0.6% |
| a | 35 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1799 | |
| A | 1799 | |
| G | 989 | |
| d | 989 | |
| E | 107 | 1.8% |
| x | 107 | 1.8% |
| F | 35 | 0.6% |
| a | 35 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1799 | |
| A | 1799 | |
| G | 989 | |
| d | 989 | |
| E | 107 | 1.8% |
| x | 107 | 1.8% |
| F | 35 | 0.6% |
| a | 35 | 0.6% |
exter_cond
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 67 |
| Ex | 12 |
| Po | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 2549 | |
| Gd | 299 | 10.2% |
| Fa | 67 | 2.3% |
| Ex | 12 | 0.4% |
| Po | 3 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 2549 | |
| gd | 299 | 10.2% |
| fa | 67 | 2.3% |
| ex | 12 | 0.4% |
| po | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2549 | |
| A | 2549 | |
| G | 299 | 5.1% |
| d | 299 | 5.1% |
| F | 67 | 1.1% |
| a | 67 | 1.1% |
| E | 12 | 0.2% |
| x | 12 | 0.2% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 2549 | |
| A | 2549 | |
| G | 299 | 5.1% |
| d | 299 | 5.1% |
| F | 67 | 1.1% |
| a | 67 | 1.1% |
| E | 12 | 0.2% |
| x | 12 | 0.2% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 2549 | |
| A | 2549 | |
| G | 299 | 5.1% |
| d | 299 | 5.1% |
| F | 67 | 1.1% |
| a | 67 | 1.1% |
| E | 12 | 0.2% |
| x | 12 | 0.2% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 2549 | |
| A | 2549 | |
| G | 299 | 5.1% |
| d | 299 | 5.1% |
| F | 67 | 1.1% |
| a | 67 | 1.1% |
| E | 12 | 0.2% |
| x | 12 | 0.2% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
foundation
Categorical
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 49 |
| Stone | 11 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5122867 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CBlock |
|---|---|
| 2nd row | CBlock |
| 3rd row | CBlock |
| 4th row | CBlock |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 1310 | |
| CBlock | 1244 | |
| BrkTil | 311 | 10.6% |
| Slab | 49 | 1.7% |
| Stone | 11 | 0.4% |
| Wood | 5 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 1310 | |
| cblock | 1244 | |
| brktil | 311 | 10.6% |
| slab | 49 | 1.7% |
| stone | 11 | 0.4% |
| wood | 5 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2575 | |
| C | 2554 | |
| c | 2554 | |
| l | 1604 | |
| k | 1555 | |
| B | 1555 | |
| n | 1321 | |
| P | 1310 | |
| r | 311 | 1.9% |
| T | 311 | 1.9% |
| Other values (8) | 501 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16151 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 2575 | |
| C | 2554 | |
| c | 2554 | |
| l | 1604 | |
| k | 1555 | |
| B | 1555 | |
| n | 1321 | |
| P | 1310 | |
| r | 311 | 1.9% |
| T | 311 | 1.9% |
| Other values (8) | 501 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16151 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 2575 | |
| C | 2554 | |
| c | 2554 | |
| l | 1604 | |
| k | 1555 | |
| B | 1555 | |
| n | 1321 | |
| P | 1310 | |
| r | 311 | 1.9% |
| T | 311 | 1.9% |
| Other values (8) | 501 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16151 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 2575 | |
| C | 2554 | |
| c | 2554 | |
| l | 1604 | |
| k | 1555 | |
| B | 1555 | |
| n | 1321 | |
| P | 1310 | |
| r | 311 | 1.9% |
| T | 311 | 1.9% |
| Other values (8) | 501 | 3.1% |
bsmt_qual
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 80 |
| Missing (%) | 2.7% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 88 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 1283 | |
| Gd | 1219 | |
| Ex | 258 | 8.8% |
| Fa | 88 | 3.0% |
| Po | 2 | 0.1% |
| (Missing) | 80 | 2.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1283 | |
| gd | 1219 | |
| ex | 258 | 9.1% |
| fa | 88 | 3.1% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1283 | |
| A | 1283 | |
| G | 1219 | |
| d | 1219 | |
| E | 258 | 4.5% |
| x | 258 | 4.5% |
| F | 88 | 1.5% |
| a | 88 | 1.5% |
| P | 2 | < 0.1% |
| o | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1283 | |
| A | 1283 | |
| G | 1219 | |
| d | 1219 | |
| E | 258 | 4.5% |
| x | 258 | 4.5% |
| F | 88 | 1.5% |
| a | 88 | 1.5% |
| P | 2 | < 0.1% |
| o | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1283 | |
| A | 1283 | |
| G | 1219 | |
| d | 1219 | |
| E | 258 | 4.5% |
| x | 258 | 4.5% |
| F | 88 | 1.5% |
| a | 88 | 1.5% |
| P | 2 | < 0.1% |
| o | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1283 | |
| A | 1283 | |
| G | 1219 | |
| d | 1219 | |
| E | 258 | 4.5% |
| x | 258 | 4.5% |
| F | 88 | 1.5% |
| a | 88 | 1.5% |
| P | 2 | < 0.1% |
| o | 2 | < 0.1% |
bsmt_cond
Categorical
High correlation  Imbalance  Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 80 |
| Missing (%) | 2.7% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Gd | 122 |
| Fa | 104 |
| Po | 5 |
| Ex | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 2616 | |
| Gd | 122 | 4.2% |
| Fa | 104 | 3.5% |
| Po | 5 | 0.2% |
| Ex | 3 | 0.1% |
| (Missing) | 80 | 2.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 2616 | |
| gd | 122 | 4.3% |
| fa | 104 | 3.6% |
| po | 5 | 0.2% |
| ex | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2616 | |
| A | 2616 | |
| G | 122 | 2.1% |
| d | 122 | 2.1% |
| F | 104 | 1.8% |
| a | 104 | 1.8% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 2616 | |
| A | 2616 | |
| G | 122 | 2.1% |
| d | 122 | 2.1% |
| F | 104 | 1.8% |
| a | 104 | 1.8% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 2616 | |
| A | 2616 | |
| G | 122 | 2.1% |
| d | 122 | 2.1% |
| F | 104 | 1.8% |
| a | 104 | 1.8% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5700 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 2616 | |
| A | 2616 | |
| G | 122 | 2.1% |
| d | 122 | 2.1% |
| F | 104 | 1.8% |
| a | 104 | 1.8% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
bsmt_exposure
Categorical
Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 83 |
| Missing (%) | 2.8% |
| Memory size | 3.2 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 1906 | |
| Av | 418 | 14.3% |
| Gd | 284 | 9.7% |
| Mn | 239 | 8.2% |
| (Missing) | 83 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 1906 | |
| av | 418 | 14.7% |
| gd | 284 | 10.0% |
| mn | 239 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1906 | |
| o | 1906 | |
| A | 418 | 7.3% |
| v | 418 | 7.3% |
| G | 284 | 5.0% |
| d | 284 | 5.0% |
| M | 239 | 4.2% |
| n | 239 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5694 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1906 | |
| o | 1906 | |
| A | 418 | 7.3% |
| v | 418 | 7.3% |
| G | 284 | 5.0% |
| d | 284 | 5.0% |
| M | 239 | 4.2% |
| n | 239 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5694 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1906 | |
| o | 1906 | |
| A | 418 | 7.3% |
| v | 418 | 7.3% |
| G | 284 | 5.0% |
| d | 284 | 5.0% |
| M | 239 | 4.2% |
| n | 239 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5694 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1906 | |
| o | 1906 | |
| A | 418 | 7.3% |
| v | 418 | 7.3% |
| G | 284 | 5.0% |
| d | 284 | 5.0% |
| M | 239 | 4.2% |
| n | 239 | 4.2% |
bsmtfin_type_1
Categorical
Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 80 |
| Missing (%) | 2.7% |
| Memory size | 3.2 KiB |
| GLQ | |
|---|---|
| Unf | |
| ALQ | |
| Rec | |
| BLQ |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BLQ |
|---|---|
| 2nd row | Rec |
| 3rd row | ALQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| GLQ | 859 | |
| Unf | 851 | |
| ALQ | 429 | |
| Rec | 288 | 9.8% |
| BLQ | 269 | 9.2% |
| LwQ | 154 | 5.3% |
| (Missing) | 80 | 2.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| glq | 859 | |
| unf | 851 | |
| alq | 429 | |
| rec | 288 | 10.1% |
| blq | 269 | 9.4% |
| lwq | 154 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1711 | |
| Q | 1711 | |
| G | 859 | |
| U | 851 | |
| n | 851 | |
| f | 851 | |
| A | 429 | 5.0% |
| R | 288 | 3.4% |
| e | 288 | 3.4% |
| c | 288 | 3.4% |
| Other values (2) | 423 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8550 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1711 | |
| Q | 1711 | |
| G | 859 | |
| U | 851 | |
| n | 851 | |
| f | 851 | |
| A | 429 | 5.0% |
| R | 288 | 3.4% |
| e | 288 | 3.4% |
| c | 288 | 3.4% |
| Other values (2) | 423 | 4.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8550 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1711 | |
| Q | 1711 | |
| G | 859 | |
| U | 851 | |
| n | 851 | |
| f | 851 | |
| A | 429 | 5.0% |
| R | 288 | 3.4% |
| e | 288 | 3.4% |
| c | 288 | 3.4% |
| Other values (2) | 423 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8550 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1711 | |
| Q | 1711 | |
| G | 859 | |
| U | 851 | |
| n | 851 | |
| f | 851 | |
| A | 429 | 5.0% |
| R | 288 | 3.4% |
| e | 288 | 3.4% |
| c | 288 | 3.4% |
| Other values (2) | 423 | 4.9% |
bsmtfin_sf_1
Real number (ℝ)
High correlation  Zeros 
| Distinct | 995 |
|---|---|
| Distinct (%) | 34.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 442.62957 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 930 |
| Zeros (%) | 31.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 370 |
| Q3 | 734 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 734 |
Descriptive statistics
| Standard deviation | 455.59084 |
|---|---|
| Coefficient of variation (CV) | 1.0292824 |
| Kurtosis | 6.8592848 |
| Mean | 442.62957 |
| Median Absolute Deviation (MAD) | 370 |
| Skewness | 1.4161822 |
| Sum | 1296462 |
| Variance | 207563.01 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 930 | |
| 24 | 27 | 0.9% |
| 16 | 14 | 0.5% |
| 300 | 9 | 0.3% |
| 288 | 8 | 0.3% |
| 384 | 8 | 0.3% |
| 600 | 8 | 0.3% |
| 20 | 8 | 0.3% |
| 375 | 7 | 0.2% |
| 500 | 7 | 0.2% |
| Other values (985) | 1903 |
| Value | Count | Frequency (%) |
| 0 | 930 | |
| 2 | 1 | < 0.1% |
| 16 | 14 | 0.5% |
| 20 | 8 | 0.3% |
| 24 | 27 | 0.9% |
| 25 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 5 | 0.2% |
| 32 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 4010 | 1 | |
| 2288 | 1 | |
| 2260 | 1 | |
| 2257 | 1 | |
| 2188 | 1 | |
| 2158 | 1 | |
| 2146 | 1 | |
| 2096 | 1 | |
| 2085 | 1 |
bsmtfin_sf_2
Real number (ℝ)
Zeros 
| Distinct | 274 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.722431 |
| Minimum | 0 |
|---|---|
| Maximum | 1526 |
| Zeros | 2578 |
| Zeros (%) | 88.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 435 |
| Maximum | 1526 |
| Range | 1526 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 169.16848 |
|---|---|
| Coefficient of variation (CV) | 3.4022567 |
| Kurtosis | 18.781481 |
| Mean | 49.722431 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1399785 |
| Sum | 145637 |
| Variance | 28617.973 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2578 | |
| 180 | 5 | 0.2% |
| 294 | 5 | 0.2% |
| 182 | 3 | 0.1% |
| 168 | 3 | 0.1% |
| 435 | 3 | 0.1% |
| 72 | 3 | 0.1% |
| 374 | 3 | 0.1% |
| 147 | 3 | 0.1% |
| 539 | 3 | 0.1% |
| Other values (264) | 320 | 10.9% |
| Value | Count | Frequency (%) |
| 0 | 2578 | |
| 6 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 40 | 2 | 0.1% |
| 41 | 2 | 0.1% |
| 42 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1526 | 1 | |
| 1474 | 1 | |
| 1393 | 1 | |
| 1164 | 1 | |
| 1127 | 1 | |
| 1120 | 1 | |
| 1085 | 1 | |
| 1083 | 1 | |
| 1080 | 1 | |
| 1073 | 1 |
bsmt_unf_sf
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1137 |
|---|---|
| Distinct (%) | 38.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 559.26255 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 244 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 219 |
| median | 466 |
| Q3 | 802 |
| 95-th percentile | 1473.6 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 583 |
Descriptive statistics
| Standard deviation | 439.49415 |
|---|---|
| Coefficient of variation (CV) | 0.78584585 |
| Kurtosis | 0.40952533 |
| Mean | 559.26255 |
| Median Absolute Deviation (MAD) | 280 |
| Skewness | 0.92305274 |
| Sum | 1638080 |
| Variance | 193155.11 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 244 | 8.3% |
| 384 | 19 | 0.6% |
| 728 | 14 | 0.5% |
| 672 | 13 | 0.4% |
| 600 | 12 | 0.4% |
| 816 | 11 | 0.4% |
| 572 | 11 | 0.4% |
| 216 | 11 | 0.4% |
| 100 | 11 | 0.4% |
| 624 | 10 | 0.3% |
| Other values (1127) | 2573 |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 14 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 23 | 2 | 0.1% |
| 25 | 3 | 0.1% |
| 26 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2140 | 1 | |
| 2121 | 1 | |
| 2062 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1967 | 1 |
total_bsmt_sf
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1058 |
|---|---|
| Distinct (%) | 36.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1051.6145 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 79 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 453 |
| Q1 | 793 |
| median | 990 |
| Q3 | 1302 |
| 95-th percentile | 1776 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 509 |
Descriptive statistics
| Standard deviation | 440.61507 |
|---|---|
| Coefficient of variation (CV) | 0.41898913 |
| Kurtosis | 9.1356123 |
| Mean | 1051.6145 |
| Median Absolute Deviation (MAD) | 236 |
| Skewness | 1.1562043 |
| Sum | 3080179 |
| Variance | 194141.64 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 79 | 2.7% |
| 864 | 74 | 2.5% |
| 672 | 29 | 1.0% |
| 912 | 26 | 0.9% |
| 1040 | 25 | 0.9% |
| 768 | 24 | 0.8% |
| 816 | 23 | 0.8% |
| 728 | 21 | 0.7% |
| 384 | 19 | 0.6% |
| 1008 | 19 | 0.6% |
| Other values (1048) | 2590 |
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 105 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 173 | 1 | < 0.1% |
| 190 | 1 | < 0.1% |
| 192 | 1 | < 0.1% |
| 216 | 2 | 0.1% |
| 240 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 264 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 5095 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2846 | 1 | |
| 2660 | 1 | |
| 2633 | 1 | |
| 2630 | 1 |
heating_qc
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 92 |
| Po | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fa |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Ex |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| Ex | 1495 | |
| TA | 864 | |
| Gd | 476 | 16.2% |
| Fa | 92 | 3.1% |
| Po | 3 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 1495 | |
| ta | 864 | |
| gd | 476 | 16.2% |
| fa | 92 | 3.1% |
| po | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1495 | |
| x | 1495 | |
| T | 864 | |
| A | 864 | |
| G | 476 | 8.1% |
| d | 476 | 8.1% |
| F | 92 | 1.6% |
| a | 92 | 1.6% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 1495 | |
| x | 1495 | |
| T | 864 | |
| A | 864 | |
| G | 476 | 8.1% |
| d | 476 | 8.1% |
| F | 92 | 1.6% |
| a | 92 | 1.6% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 1495 | |
| x | 1495 | |
| T | 864 | |
| A | 864 | |
| G | 476 | 8.1% |
| d | 476 | 8.1% |
| F | 92 | 1.6% |
| a | 92 | 1.6% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 1495 | |
| x | 1495 | |
| T | 864 | |
| A | 864 | |
| G | 476 | 8.1% |
| d | 476 | 8.1% |
| F | 92 | 1.6% |
| a | 92 | 1.6% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
central_air
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Y | |
|---|---|
| N | 196 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 2734 | |
| N | 196 | 6.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 2734 | |
| n | 196 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 2734 | |
| N | 196 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 2734 | |
| N | 196 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 2734 | |
| N | 196 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 2734 | |
| N | 196 | 6.7% |
electrical
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 3.2 KiB |
| SBrkr | |
|---|---|
| FuseA | 188 |
| FuseF | 50 |
| FuseP | 8 |
| Mix | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9993172 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 2682 | |
| FuseA | 188 | 6.4% |
| FuseF | 50 | 1.7% |
| FuseP | 8 | 0.3% |
| Mix | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 2682 | |
| fusea | 188 | 6.4% |
| fusef | 50 | 1.7% |
| fusep | 8 | 0.3% |
| mix | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5364 | |
| S | 2682 | |
| B | 2682 | |
| k | 2682 | |
| F | 296 | 2.0% |
| u | 246 | 1.7% |
| s | 246 | 1.7% |
| e | 246 | 1.7% |
| A | 188 | 1.3% |
| P | 8 | 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14643 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 5364 | |
| S | 2682 | |
| B | 2682 | |
| k | 2682 | |
| F | 296 | 2.0% |
| u | 246 | 1.7% |
| s | 246 | 1.7% |
| e | 246 | 1.7% |
| A | 188 | 1.3% |
| P | 8 | 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14643 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 5364 | |
| S | 2682 | |
| B | 2682 | |
| k | 2682 | |
| F | 296 | 2.0% |
| u | 246 | 1.7% |
| s | 246 | 1.7% |
| e | 246 | 1.7% |
| A | 188 | 1.3% |
| P | 8 | 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14643 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 5364 | |
| S | 2682 | |
| B | 2682 | |
| k | 2682 | |
| F | 296 | 2.0% |
| u | 246 | 1.7% |
| s | 246 | 1.7% |
| e | 246 | 1.7% |
| A | 188 | 1.3% |
| P | 8 | 0.1% |
| Other values (3) | 3 | < 0.1% |
1st_flr_sf
Real number (ℝ)
High correlation 
| Distinct | 1083 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1159.5577 |
| Minimum | 334 |
|---|---|
| Maximum | 5095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 665.45 |
| Q1 | 876.25 |
| median | 1084 |
| Q3 | 1384 |
| 95-th percentile | 1829.55 |
| Maximum | 5095 |
| Range | 4761 |
| Interquartile range (IQR) | 507.75 |
Descriptive statistics
| Standard deviation | 391.89089 |
|---|---|
| Coefficient of variation (CV) | 0.33796584 |
| Kurtosis | 6.9688085 |
| Mean | 1159.5577 |
| Median Absolute Deviation (MAD) | 236 |
| Skewness | 1.4694286 |
| Sum | 3397504 |
| Variance | 153578.47 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 46 | 1.6% |
| 1040 | 28 | 1.0% |
| 912 | 19 | 0.6% |
| 816 | 18 | 0.6% |
| 960 | 18 | 0.6% |
| 848 | 18 | 0.6% |
| 894 | 17 | 0.6% |
| 936 | 17 | 0.6% |
| 672 | 17 | 0.6% |
| 546 | 15 | 0.5% |
| Other values (1073) | 2717 |
| Value | Count | Frequency (%) |
| 334 | 1 | < 0.1% |
| 372 | 1 | < 0.1% |
| 407 | 1 | < 0.1% |
| 432 | 1 | < 0.1% |
| 438 | 1 | < 0.1% |
| 442 | 1 | < 0.1% |
| 448 | 1 | < 0.1% |
| 453 | 1 | < 0.1% |
| 480 | 1 | < 0.1% |
| 483 | 13 |
| Value | Count | Frequency (%) |
| 5095 | 1 | |
| 4692 | 1 | |
| 3820 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2726 | 1 | |
| 2696 | 1 | |
| 2674 | 1 | |
| 2633 | 1 |
2nd_flr_sf
Real number (ℝ)
High correlation  Zeros 
| Distinct | 635 |
|---|---|
| Distinct (%) | 21.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 335.45597 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 1678 |
| Zeros (%) | 57.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 703.75 |
| 95-th percentile | 1130.1 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 703.75 |
Descriptive statistics
| Standard deviation | 428.39572 |
|---|---|
| Coefficient of variation (CV) | 1.277055 |
| Kurtosis | -0.4148613 |
| Mean | 335.45597 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.86645675 |
| Sum | 982886 |
| Variance | 183522.89 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1678 | |
| 546 | 23 | 0.8% |
| 728 | 18 | 0.6% |
| 504 | 17 | 0.6% |
| 600 | 13 | 0.4% |
| 672 | 13 | 0.4% |
| 720 | 13 | 0.4% |
| 896 | 11 | 0.4% |
| 886 | 10 | 0.3% |
| 780 | 9 | 0.3% |
| Other values (625) | 1125 |
| Value | Count | Frequency (%) |
| 0 | 1678 | |
| 110 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 144 | 1 | < 0.1% |
| 167 | 1 | < 0.1% |
| 180 | 1 | < 0.1% |
| 182 | 1 | < 0.1% |
| 185 | 1 | < 0.1% |
| 192 | 1 | < 0.1% |
| 208 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1862 | 1 | |
| 1836 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1788 | 1 | |
| 1778 | 1 | |
| 1721 | 1 | |
| 1629 | 1 |
gr_liv_area
Real number (ℝ)
High correlation 
| Distinct | 1292 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1499.6904 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 861 |
| Q1 | 1126 |
| median | 1442 |
| Q3 | 1742.75 |
| 95-th percentile | 2463.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 616.75 |
Descriptive statistics
| Standard deviation | 505.50889 |
|---|---|
| Coefficient of variation (CV) | 0.33707549 |
| Kurtosis | 4.1378382 |
| Mean | 1499.6904 |
| Median Absolute Deviation (MAD) | 311 |
| Skewness | 1.2741097 |
| Sum | 4394093 |
| Variance | 255539.24 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 41 | 1.4% |
| 1092 | 26 | 0.9% |
| 1040 | 25 | 0.9% |
| 1456 | 20 | 0.7% |
| 1200 | 18 | 0.6% |
| 894 | 15 | 0.5% |
| 912 | 14 | 0.5% |
| 816 | 14 | 0.5% |
| 1728 | 13 | 0.4% |
| 848 | 13 | 0.4% |
| Other values (1282) | 2731 |
| Value | Count | Frequency (%) |
| 334 | 1 | |
| 407 | 1 | |
| 438 | 1 | |
| 480 | 1 | |
| 492 | 1 | |
| 498 | 1 | |
| 520 | 1 | |
| 540 | 1 | |
| 572 | 1 | |
| 599 | 1 |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 5095 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3820 | 1 | |
| 3672 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3500 | 1 |
bsmt_full_bath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 23.0 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 38 |
| 3.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1707 | |
| 1.0 | 1181 | |
| 2.0 | 38 | 1.3% |
| 3.0 | 2 | 0.1% |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1707 | |
| 1.0 | 1181 | |
| 2.0 | 38 | 1.3% |
| 3.0 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4635 | |
| . | 2928 | |
| 1 | 1181 | 13.4% |
| 2 | 38 | 0.4% |
| 3 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4635 | |
| . | 2928 | |
| 1 | 1181 | 13.4% |
| 2 | 38 | 0.4% |
| 3 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4635 | |
| . | 2928 | |
| 1 | 1181 | 13.4% |
| 2 | 38 | 0.4% |
| 3 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4635 | |
| . | 2928 | |
| 1 | 1181 | 13.4% |
| 2 | 38 | 0.4% |
| 3 | 2 | < 0.1% |
bsmt_half_bath
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 23.0 KiB |
| 0.0 | |
|---|---|
| 1.0 | 171 |
| 2.0 | 4 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2753 | |
| 1.0 | 171 | 5.8% |
| 2.0 | 4 | 0.1% |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 2753 | |
| 1.0 | 171 | 5.8% |
| 2.0 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5681 | |
| . | 2928 | |
| 1 | 171 | 1.9% |
| 2 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5681 | |
| . | 2928 | |
| 1 | 171 | 1.9% |
| 2 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5681 | |
| . | 2928 | |
| 1 | 171 | 1.9% |
| 2 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8784 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5681 | |
| . | 2928 | |
| 1 | 171 | 1.9% |
| 2 | 4 | < 0.1% |
full_bath
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 64 |
| 0 | 12 |
| 4 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1532 | |
| 1 | 1318 | |
| 3 | 64 | 2.2% |
| 0 | 12 | 0.4% |
| 4 | 4 | 0.1% |
half_bath
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 25 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1843 | |
| 1 | 1062 | |
| 2 | 25 | 0.9% |
bedroom_abvgr
Real number (ℝ)
High correlation 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8542662 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 8 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.82773114 |
|---|---|
| Coefficient of variation (CV) | 0.28999788 |
| Kurtosis | 1.8914207 |
| Mean | 2.8542662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.30569421 |
| Sum | 8363 |
| Variance | 0.68513884 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1597 | |
| 2 | 743 | |
| 4 | 400 | 13.7% |
| 1 | 112 | 3.8% |
| 5 | 48 | 1.6% |
| 6 | 21 | 0.7% |
| 0 | 8 | 0.3% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.3% |
| 1 | 112 | 3.8% |
| 2 | 743 | |
| 3 | 1597 | |
| 4 | 400 | 13.7% |
| 5 | 48 | 1.6% |
| 6 | 21 | 0.7% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 6 | 21 | 0.7% |
| 5 | 48 | 1.6% |
| 4 | 400 | 13.7% |
| 3 | 1597 | |
| 2 | 743 | |
| 1 | 112 | 3.8% |
| 0 | 8 | 0.3% |
kitchen_abvgr
Categorical
High correlation  Imbalance 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| 1 | |
|---|---|
| 2 | 129 |
| 0 | 3 |
| 3 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 2796 | |
| 2 | 129 | 4.4% |
| 0 | 3 | 0.1% |
| 3 | 2 | 0.1% |
kitchen_qual
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 70 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Ex |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1494 | |
| Gd | 1160 | |
| Ex | 205 | 7.0% |
| Fa | 70 | 2.4% |
| Po | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1494 | |
| gd | 1160 | |
| ex | 205 | 7.0% |
| fa | 70 | 2.4% |
| po | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1494 | |
| A | 1494 | |
| G | 1160 | |
| d | 1160 | |
| E | 205 | 3.5% |
| x | 205 | 3.5% |
| F | 70 | 1.2% |
| a | 70 | 1.2% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1494 | |
| A | 1494 | |
| G | 1160 | |
| d | 1160 | |
| E | 205 | 3.5% |
| x | 205 | 3.5% |
| F | 70 | 1.2% |
| a | 70 | 1.2% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1494 | |
| A | 1494 | |
| G | 1160 | |
| d | 1160 | |
| E | 205 | 3.5% |
| x | 205 | 3.5% |
| F | 70 | 1.2% |
| a | 70 | 1.2% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5860 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1494 | |
| A | 1494 | |
| G | 1160 | |
| d | 1160 | |
| E | 205 | 3.5% |
| x | 205 | 3.5% |
| F | 70 | 1.2% |
| a | 70 | 1.2% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
totrms_abvgrd
Real number (ℝ)
High correlation 
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4430034 |
| Minimum | 2 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5729644 |
|---|---|
| Coefficient of variation (CV) | 0.24413527 |
| Kurtosis | 1.1545882 |
| Mean | 6.4430034 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.75354256 |
| Sum | 18878 |
| Variance | 2.474217 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 844 | |
| 7 | 649 | |
| 5 | 586 | |
| 8 | 347 | |
| 4 | 203 | 6.9% |
| 9 | 143 | 4.9% |
| 10 | 80 | 2.7% |
| 11 | 32 | 1.1% |
| 3 | 26 | 0.9% |
| 12 | 16 | 0.5% |
| Other values (4) | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 26 | 0.9% |
| 4 | 203 | 6.9% |
| 5 | 586 | |
| 6 | 844 | |
| 7 | 649 | |
| 8 | 347 | |
| 9 | 143 | 4.9% |
| 10 | 80 | 2.7% |
| 11 | 32 | 1.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 16 | 0.5% |
| 11 | 32 | 1.1% |
| 10 | 80 | 2.7% |
| 9 | 143 | 4.9% |
| 8 | 347 | |
| 7 | 649 | |
| 6 | 844 |
functional
Categorical
Imbalance 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Typ | |
|---|---|
| Min2 | 70 |
| Min1 | 65 |
| Mod | 35 |
| Maj1 | 19 |
| Other values (3) | 13 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0556314 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Typ |
|---|---|
| 2nd row | Typ |
| 3rd row | Typ |
| 4th row | Typ |
| 5th row | Typ |
Common Values
| Value | Count | Frequency (%) |
| Typ | 2728 | |
| Min2 | 70 | 2.4% |
| Min1 | 65 | 2.2% |
| Mod | 35 | 1.2% |
| Maj1 | 19 | 0.6% |
| Maj2 | 9 | 0.3% |
| Sal | 2 | 0.1% |
| Sev | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| typ | 2728 | |
| min2 | 70 | 2.4% |
| min1 | 65 | 2.2% |
| mod | 35 | 1.2% |
| maj1 | 19 | 0.6% |
| maj2 | 9 | 0.3% |
| sal | 2 | 0.1% |
| sev | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2728 | |
| y | 2728 | |
| p | 2728 | |
| M | 198 | 2.2% |
| i | 135 | 1.5% |
| n | 135 | 1.5% |
| 1 | 84 | 0.9% |
| 2 | 79 | 0.9% |
| o | 35 | 0.4% |
| d | 35 | 0.4% |
| Other values (6) | 68 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8953 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 2728 | |
| y | 2728 | |
| p | 2728 | |
| M | 198 | 2.2% |
| i | 135 | 1.5% |
| n | 135 | 1.5% |
| 1 | 84 | 0.9% |
| 2 | 79 | 0.9% |
| o | 35 | 0.4% |
| d | 35 | 0.4% |
| Other values (6) | 68 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8953 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 2728 | |
| y | 2728 | |
| p | 2728 | |
| M | 198 | 2.2% |
| i | 135 | 1.5% |
| n | 135 | 1.5% |
| 1 | 84 | 0.9% |
| 2 | 79 | 0.9% |
| o | 35 | 0.4% |
| d | 35 | 0.4% |
| Other values (6) | 68 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8953 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 2728 | |
| y | 2728 | |
| p | 2728 | |
| M | 198 | 2.2% |
| i | 135 | 1.5% |
| n | 135 | 1.5% |
| 1 | 84 | 0.9% |
| 2 | 79 | 0.9% |
| o | 35 | 0.4% |
| d | 35 | 0.4% |
| Other values (6) | 68 | 0.8% |
fireplaces
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.0 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 12 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1422 | |
| 1 | 1274 | |
| 2 | 221 | 7.5% |
| 3 | 12 | 0.4% |
| 4 | 1 | < 0.1% |
fireplace_qu
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1422 |
| Missing (%) | 48.5% |
| Memory size | 3.2 KiB |
| Gd | |
|---|---|
| TA | |
| Fa | |
| Po | 46 |
| Ex | 43 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| Gd | 744 | |
| TA | 600 | |
| Fa | 75 | 2.6% |
| Po | 46 | 1.6% |
| Ex | 43 | 1.5% |
| (Missing) | 1422 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gd | 744 | |
| ta | 600 | |
| fa | 75 | 5.0% |
| po | 46 | 3.1% |
| ex | 43 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 744 | |
| d | 744 | |
| T | 600 | |
| A | 600 | |
| F | 75 | 2.5% |
| a | 75 | 2.5% |
| P | 46 | 1.5% |
| o | 46 | 1.5% |
| E | 43 | 1.4% |
| x | 43 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 744 | |
| d | 744 | |
| T | 600 | |
| A | 600 | |
| F | 75 | 2.5% |
| a | 75 | 2.5% |
| P | 46 | 1.5% |
| o | 46 | 1.5% |
| E | 43 | 1.4% |
| x | 43 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 744 | |
| d | 744 | |
| T | 600 | |
| A | 600 | |
| F | 75 | 2.5% |
| a | 75 | 2.5% |
| P | 46 | 1.5% |
| o | 46 | 1.5% |
| E | 43 | 1.4% |
| x | 43 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 744 | |
| d | 744 | |
| T | 600 | |
| A | 600 | |
| F | 75 | 2.5% |
| a | 75 | 2.5% |
| P | 46 | 1.5% |
| o | 46 | 1.5% |
| E | 43 | 1.4% |
| x | 43 | 1.4% |
garage_type
Categorical
Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 157 |
| Missing (%) | 5.4% |
| Memory size | 3.2 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| Basment | 36 |
| 2Types | 23 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.085467 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Attchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 1731 | |
| Detchd | 782 | |
| BuiltIn | 186 | 6.3% |
| Basment | 36 | 1.2% |
| 2Types | 23 | 0.8% |
| CarPort | 15 | 0.5% |
| (Missing) | 157 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 1731 | |
| detchd | 782 | |
| builtin | 186 | 6.7% |
| basment | 36 | 1.3% |
| 2types | 23 | 0.8% |
| carport | 15 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 4481 | |
| c | 2513 | |
| h | 2513 | |
| d | 2513 | |
| A | 1731 | 10.3% |
| e | 841 | 5.0% |
| D | 782 | 4.6% |
| B | 222 | 1.3% |
| n | 222 | 1.3% |
| u | 186 | 1.1% |
| Other values (14) | 871 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16875 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 4481 | |
| c | 2513 | |
| h | 2513 | |
| d | 2513 | |
| A | 1731 | 10.3% |
| e | 841 | 5.0% |
| D | 782 | 4.6% |
| B | 222 | 1.3% |
| n | 222 | 1.3% |
| u | 186 | 1.1% |
| Other values (14) | 871 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16875 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 4481 | |
| c | 2513 | |
| h | 2513 | |
| d | 2513 | |
| A | 1731 | 10.3% |
| e | 841 | 5.0% |
| D | 782 | 4.6% |
| B | 222 | 1.3% |
| n | 222 | 1.3% |
| u | 186 | 1.1% |
| Other values (14) | 871 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16875 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 4481 | |
| c | 2513 | |
| h | 2513 | |
| d | 2513 | |
| A | 1731 | 10.3% |
| e | 841 | 5.0% |
| D | 782 | 4.6% |
| B | 222 | 1.3% |
| n | 222 | 1.3% |
| u | 186 | 1.1% |
| Other values (14) | 871 | 5.2% |
garage_yr_blt
Real number (ℝ)
High correlation  Missing 
| Distinct | 103 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 159 |
| Missing (%) | 5.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1978.1324 |
| Minimum | 1895 |
|---|---|
| Maximum | 2207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 1895 |
|---|---|
| 5-th percentile | 1928 |
| Q1 | 1960 |
| median | 1979 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2207 |
| Range | 312 |
| Interquartile range (IQR) | 42 |
Descriptive statistics
| Standard deviation | 25.528411 |
|---|---|
| Coefficient of variation (CV) | 0.012905309 |
| Kurtosis | 1.8265782 |
| Mean | 1978.1324 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.38467176 |
| Sum | 5481405 |
| Variance | 651.69978 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 142 | 4.8% |
| 2006 | 115 | 3.9% |
| 2007 | 115 | 3.9% |
| 2004 | 99 | 3.4% |
| 2003 | 92 | 3.1% |
| 1977 | 66 | 2.3% |
| 2008 | 61 | 2.1% |
| 1998 | 59 | 2.0% |
| 2000 | 55 | 1.9% |
| 1999 | 54 | 1.8% |
| Other values (93) | 1913 | |
| (Missing) | 159 | 5.4% |
| Value | Count | Frequency (%) |
| 1895 | 1 | < 0.1% |
| 1896 | 1 | < 0.1% |
| 1900 | 6 | |
| 1906 | 1 | < 0.1% |
| 1908 | 1 | < 0.1% |
| 1910 | 10 | |
| 1914 | 2 | 0.1% |
| 1915 | 7 | |
| 1916 | 6 | |
| 1917 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2207 | 1 | < 0.1% |
| 2010 | 5 | 0.2% |
| 2009 | 29 | 1.0% |
| 2008 | 61 | |
| 2007 | 115 | |
| 2006 | 115 | |
| 2005 | 142 | |
| 2004 | 99 | |
| 2003 | 92 | |
| 2002 | 53 | 1.8% |
garage_finish
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 159 |
| Missing (%) | 5.4% |
| Memory size | 3.1 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fin |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Fin |
| 5th row | Fin |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1231 | |
| RFn | 812 | |
| Fin | 728 | |
| (Missing) | 159 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1231 | |
| rfn | 812 | |
| fin | 728 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2771 | |
| F | 1540 | |
| U | 1231 | |
| f | 1231 | |
| R | 812 | 9.8% |
| i | 728 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8313 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 2771 | |
| F | 1540 | |
| U | 1231 | |
| f | 1231 | |
| R | 812 | 9.8% |
| i | 728 | 8.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8313 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 2771 | |
| F | 1540 | |
| U | 1231 | |
| f | 1231 | |
| R | 812 | 9.8% |
| i | 728 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8313 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 2771 | |
| F | 1540 | |
| U | 1231 | |
| f | 1231 | |
| R | 812 | 9.8% |
| i | 728 | 8.8% |
garage_cars
Real number (ℝ)
High correlation  Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7668146 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 157 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.76056636 |
|---|---|
| Coefficient of variation (CV) | 0.43047321 |
| Kurtosis | 0.24496945 |
| Mean | 1.7668146 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.21983636 |
| Sum | 5175 |
| Variance | 0.5784612 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1603 | |
| 1 | 778 | |
| 3 | 374 | 12.8% |
| 0 | 157 | 5.4% |
| 4 | 16 | 0.5% |
| 5 | 1 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 157 | 5.4% |
| 1 | 778 | |
| 2 | 1603 | |
| 3 | 374 | 12.8% |
| 4 | 16 | 0.5% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 16 | 0.5% |
| 3 | 374 | 12.8% |
| 2 | 1603 | |
| 1 | 778 | |
| 0 | 157 | 5.4% |
garage_area
Real number (ℝ)
High correlation  Zeros 
| Distinct | 603 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.81973 |
| Minimum | 0 |
|---|---|
| Maximum | 1488 |
| Zeros | 157 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 320 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 856 |
| Maximum | 1488 |
| Range | 1488 |
| Interquartile range (IQR) | 256 |
Descriptive statistics
| Standard deviation | 215.04655 |
|---|---|
| Coefficient of variation (CV) | 0.4548172 |
| Kurtosis | 0.95102299 |
| Mean | 472.81973 |
| Median Absolute Deviation (MAD) | 123 |
| Skewness | 0.24199424 |
| Sum | 1384889 |
| Variance | 46245.018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 157 | 5.4% |
| 576 | 97 | 3.3% |
| 440 | 96 | 3.3% |
| 484 | 76 | 2.6% |
| 240 | 69 | 2.4% |
| 528 | 65 | 2.2% |
| 400 | 58 | 2.0% |
| 480 | 54 | 1.8% |
| 264 | 51 | 1.7% |
| 288 | 50 | 1.7% |
| Other values (593) | 2156 |
| Value | Count | Frequency (%) |
| 0 | 157 | |
| 100 | 1 | < 0.1% |
| 160 | 3 | 0.1% |
| 162 | 2 | 0.1% |
| 164 | 2 | 0.1% |
| 180 | 16 | 0.5% |
| 184 | 1 | < 0.1% |
| 185 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1348 | 1 | |
| 1314 | 1 | |
| 1248 | 1 | |
| 1231 | 1 | |
| 1220 | 1 | |
| 1200 | 1 |
garage_qual
Categorical
Imbalance  Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 159 |
| Missing (%) | 5.4% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Fa | 124 |
| Gd | 24 |
| Po | 5 |
| Ex | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 2615 | |
| Fa | 124 | 4.2% |
| Gd | 24 | 0.8% |
| Po | 5 | 0.2% |
| Ex | 3 | 0.1% |
| (Missing) | 159 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 2615 | |
| fa | 124 | 4.5% |
| gd | 24 | 0.9% |
| po | 5 | 0.2% |
| ex | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2615 | |
| A | 2615 | |
| F | 124 | 2.2% |
| a | 124 | 2.2% |
| G | 24 | 0.4% |
| d | 24 | 0.4% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 2615 | |
| A | 2615 | |
| F | 124 | 2.2% |
| a | 124 | 2.2% |
| G | 24 | 0.4% |
| d | 24 | 0.4% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 2615 | |
| A | 2615 | |
| F | 124 | 2.2% |
| a | 124 | 2.2% |
| G | 24 | 0.4% |
| d | 24 | 0.4% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 2615 | |
| A | 2615 | |
| F | 124 | 2.2% |
| a | 124 | 2.2% |
| G | 24 | 0.4% |
| d | 24 | 0.4% |
| P | 5 | 0.1% |
| o | 5 | 0.1% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
garage_cond
Categorical
Imbalance  Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 159 |
| Missing (%) | 5.4% |
| Memory size | 3.2 KiB |
| TA | |
|---|---|
| Fa | 74 |
| Gd | 15 |
| Po | 14 |
| Ex | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 2665 | |
| Fa | 74 | 2.5% |
| Gd | 15 | 0.5% |
| Po | 14 | 0.5% |
| Ex | 3 | 0.1% |
| (Missing) | 159 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 2665 | |
| fa | 74 | 2.7% |
| gd | 15 | 0.5% |
| po | 14 | 0.5% |
| ex | 3 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2665 | |
| A | 2665 | |
| F | 74 | 1.3% |
| a | 74 | 1.3% |
| G | 15 | 0.3% |
| d | 15 | 0.3% |
| P | 14 | 0.3% |
| o | 14 | 0.3% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 2665 | |
| A | 2665 | |
| F | 74 | 1.3% |
| a | 74 | 1.3% |
| G | 15 | 0.3% |
| d | 15 | 0.3% |
| P | 14 | 0.3% |
| o | 14 | 0.3% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 2665 | |
| A | 2665 | |
| F | 74 | 1.3% |
| a | 74 | 1.3% |
| G | 15 | 0.3% |
| d | 15 | 0.3% |
| P | 14 | 0.3% |
| o | 14 | 0.3% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5542 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 2665 | |
| A | 2665 | |
| F | 74 | 1.3% |
| a | 74 | 1.3% |
| G | 15 | 0.3% |
| d | 15 | 0.3% |
| P | 14 | 0.3% |
| o | 14 | 0.3% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
paved_drive
Categorical
Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Y | |
|---|---|
| N | 216 |
| P | 62 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | P |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 2652 | |
| N | 216 | 7.4% |
| P | 62 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 2652 | |
| n | 216 | 7.4% |
| p | 62 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 2652 | |
| N | 216 | 7.4% |
| P | 62 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 2652 | |
| N | 216 | 7.4% |
| P | 62 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 2652 | |
| N | 216 | 7.4% |
| P | 62 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2930 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 2652 | |
| N | 216 | 7.4% |
| P | 62 | 2.1% |
wood_deck_sf
Real number (ℝ)
Zeros 
| Distinct | 380 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.751877 |
| Minimum | 0 |
|---|---|
| Maximum | 1424 |
| Zeros | 1526 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 327.55 |
| Maximum | 1424 |
| Range | 1424 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 126.36156 |
|---|---|
| Coefficient of variation (CV) | 1.3478297 |
| Kurtosis | 6.7539552 |
| Mean | 93.751877 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8426781 |
| Sum | 274693 |
| Variance | 15967.244 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1526 | |
| 100 | 74 | 2.5% |
| 192 | 70 | 2.4% |
| 144 | 61 | 2.1% |
| 168 | 56 | 1.9% |
| 120 | 53 | 1.8% |
| 140 | 29 | 1.0% |
| 240 | 20 | 0.7% |
| 224 | 19 | 0.6% |
| 160 | 17 | 0.6% |
| Other values (370) | 1005 |
| Value | Count | Frequency (%) |
| 0 | 1526 | |
| 4 | 1 | < 0.1% |
| 12 | 2 | 0.1% |
| 14 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 24 | 5 | 0.2% |
| 25 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1424 | 1 | |
| 870 | 1 | |
| 857 | 1 | |
| 736 | 1 | |
| 728 | 1 | |
| 690 | 1 | |
| 684 | 1 | |
| 670 | 1 | |
| 668 | 1 | |
| 657 | 1 |
open_porch_sf
Real number (ℝ)
Zeros 
| Distinct | 252 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.533447 |
| Minimum | 0 |
|---|---|
| Maximum | 742 |
| Zeros | 1300 |
| Zeros (%) | 44.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 27 |
| Q3 | 70 |
| 95-th percentile | 182.55 |
| Maximum | 742 |
| Range | 742 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 67.4834 |
|---|---|
| Coefficient of variation (CV) | 1.4197035 |
| Kurtosis | 10.954343 |
| Mean | 47.533447 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 2.5353859 |
| Sum | 139273 |
| Variance | 4554.0093 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1300 | |
| 36 | 52 | 1.8% |
| 48 | 52 | 1.8% |
| 40 | 44 | 1.5% |
| 32 | 38 | 1.3% |
| 24 | 36 | 1.2% |
| 28 | 35 | 1.2% |
| 20 | 33 | 1.1% |
| 30 | 31 | 1.1% |
| 60 | 30 | 1.0% |
| Other values (242) | 1279 |
| Value | Count | Frequency (%) |
| 0 | 1300 | |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 2 | 0.1% |
| 11 | 3 | 0.1% |
| 12 | 5 | 0.2% |
| 15 | 2 | 0.1% |
| 16 | 15 | 0.5% |
| 17 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 742 | 1 | |
| 570 | 1 | |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 484 | 1 | |
| 444 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 382 | 1 |
pool_qc
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 30.8% |
| Missing | 2917 |
| Missing (%) | 99.6% |
| Memory size | 3.2 KiB |
| Ex | |
|---|---|
| Gd | |
| TA | |
| Fa |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | Ex |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| Ex | 4 | 0.1% |
| Gd | 4 | 0.1% |
| TA | 3 | 0.1% |
| Fa | 2 | 0.1% |
| (Missing) | 2917 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 4 | |
| gd | 4 | |
| ta | 3 | |
| fa | 2 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 4 | |
| x | 4 | |
| G | 4 | |
| d | 4 | |
| T | 3 | |
| A | 3 | |
| F | 2 | |
| a | 2 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 4 | |
| x | 4 | |
| G | 4 | |
| d | 4 | |
| T | 3 | |
| A | 3 | |
| F | 2 | |
| a | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 4 | |
| x | 4 | |
| G | 4 | |
| d | 4 | |
| T | 3 | |
| A | 3 | |
| F | 2 | |
| a | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 4 | |
| x | 4 | |
| G | 4 | |
| d | 4 | |
| T | 3 | |
| A | 3 | |
| F | 2 | |
| a | 2 |
fence
Categorical
High correlation  Missing 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 2358 |
| Missing (%) | 80.5% |
| Memory size | 3.2 KiB |
| MnPrv | |
|---|---|
| GdPrv | |
| GdWo | |
| MnWw | 12 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7832168 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MnPrv |
|---|---|
| 2nd row | MnPrv |
| 3rd row | GdPrv |
| 4th row | MnPrv |
| 5th row | MnPrv |
Common Values
| Value | Count | Frequency (%) |
| MnPrv | 330 | 11.3% |
| GdPrv | 118 | 4.0% |
| GdWo | 112 | 3.8% |
| MnWw | 12 | 0.4% |
| (Missing) | 2358 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mnprv | 330 | |
| gdprv | 118 | 20.6% |
| gdwo | 112 | 19.6% |
| mnww | 12 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 448 | |
| P | 448 | |
| v | 448 | |
| M | 342 | |
| n | 342 | |
| G | 230 | |
| d | 230 | |
| W | 124 | 4.5% |
| o | 112 | 4.1% |
| w | 12 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2736 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 448 | |
| P | 448 | |
| v | 448 | |
| M | 342 | |
| n | 342 | |
| G | 230 | |
| d | 230 | |
| W | 124 | 4.5% |
| o | 112 | 4.1% |
| w | 12 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2736 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 448 | |
| P | 448 | |
| v | 448 | |
| M | 342 | |
| n | 342 | |
| G | 230 | |
| d | 230 | |
| W | 124 | 4.5% |
| o | 112 | 4.1% |
| w | 12 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2736 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 448 | |
| P | 448 | |
| v | 448 | |
| M | 342 | |
| n | 342 | |
| G | 230 | |
| d | 230 | |
| W | 124 | 4.5% |
| o | 112 | 4.1% |
| w | 12 | 0.4% |
saleprice
Real number (ℝ)
High correlation 
| Distinct | 1032 |
|---|---|
| Distinct (%) | 35.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180796.06 |
| Minimum | 12789 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.0 KiB |
Quantile statistics
| Minimum | 12789 |
|---|---|
| 5-th percentile | 87500 |
| Q1 | 129500 |
| median | 160000 |
| Q3 | 213500 |
| 95-th percentile | 335000 |
| Maximum | 755000 |
| Range | 742211 |
| Interquartile range (IQR) | 84000 |
Descriptive statistics
| Standard deviation | 79886.692 |
|---|---|
| Coefficient of variation (CV) | 0.4418608 |
| Kurtosis | 5.1189 |
| Mean | 180796.06 |
| Median Absolute Deviation (MAD) | 37000 |
| Skewness | 1.7435001 |
| Sum | 5.2973246 × 108 |
| Variance | 6.3818836 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 135000 | 34 | 1.2% |
| 140000 | 33 | 1.1% |
| 130000 | 29 | 1.0% |
| 155000 | 28 | 1.0% |
| 145000 | 26 | 0.9% |
| 160000 | 23 | 0.8% |
| 110000 | 21 | 0.7% |
| 185000 | 21 | 0.7% |
| 127000 | 20 | 0.7% |
| 120000 | 20 | 0.7% |
| Other values (1022) | 2675 |
| Value | Count | Frequency (%) |
| 12789 | 1 | |
| 13100 | 1 | |
| 34900 | 1 | |
| 35000 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 44000 | 1 | |
| 45000 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 615000 | 1 | |
| 611657 | 1 | |
| 610000 | 1 | |
| 591587 | 1 | |
| 584500 | 1 | |
| 582933 | 1 | |
| 556581 | 1 |
Interactions
Correlations
| 1st_flr_sf | 2nd_flr_sf | bedroom_abvgr | bldg_type | bsmt_cond | bsmt_exposure | bsmt_full_bath | bsmt_half_bath | bsmt_qual | bsmt_unf_sf | bsmtfin_sf_1 | bsmtfin_sf_2 | bsmtfin_type_1 | central_air | condition_1 | electrical | exter_cond | exter_qual | exterior_1st | exterior_2nd | fence | fireplace_qu | fireplaces | foundation | full_bath | functional | garage_area | garage_cars | garage_cond | garage_finish | garage_qual | garage_type | garage_yr_blt | gr_liv_area | half_bath | heating_qc | house_style | kitchen_abvgr | kitchen_qual | land_contour | lot_area | lot_config | lot_shape | ms_subclass | ms_zoning | neighborhood | open_porch_sf | overall_cond | overall_qual | paved_drive | pid | pool_qc | roof_style | saleprice | street | total_bsmt_sf | totrms_abvgrd | utilities | wood_deck_sf | year_built | year_remod_add | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1st_flr_sf | 1.000 | -0.326 | 0.114 | 0.154 | 0.020 | 0.202 | 0.163 | 0.031 | 0.234 | 0.219 | 0.334 | 0.056 | 0.125 | 0.166 | 0.064 | 0.051 | 0.000 | 0.286 | 0.176 | 0.111 | 0.051 | 0.126 | 0.237 | 0.128 | 0.208 | 0.000 | 0.488 | 0.449 | 0.086 | 0.252 | 0.100 | 0.170 | 0.264 | 0.491 | 0.136 | 0.100 | 0.163 | 0.025 | 0.232 | 0.101 | 0.439 | 0.032 | 0.150 | -0.278 | 0.123 | 0.227 | 0.251 | -0.187 | 0.416 | 0.141 | -0.130 | 0.000 | 0.155 | 0.582 | 0.000 | 0.828 | 0.342 | 0.000 | 0.206 | 0.325 | 0.250 |
| 2nd_flr_sf | -0.326 | 1.000 | 0.502 | 0.150 | 0.056 | 0.151 | 0.156 | 0.033 | 0.202 | 0.052 | -0.203 | -0.118 | 0.129 | 0.137 | 0.048 | 0.058 | 0.048 | 0.201 | 0.105 | 0.147 | 0.151 | 0.136 | 0.136 | 0.168 | 0.373 | 0.046 | 0.090 | 0.152 | 0.039 | 0.241 | 0.102 | 0.253 | 0.081 | 0.604 | 0.460 | 0.124 | 0.432 | 0.045 | 0.159 | 0.045 | 0.065 | 0.038 | 0.147 | 0.478 | 0.146 | 0.257 | 0.201 | -0.013 | 0.238 | 0.113 | -0.069 | 0.000 | 0.133 | 0.247 | 0.000 | -0.313 | 0.555 | 0.000 | 0.066 | 0.023 | 0.090 |
| bedroom_abvgr | 0.114 | 0.502 | 1.000 | 0.313 | 0.063 | 0.116 | 0.242 | 0.006 | 0.083 | 0.168 | -0.100 | -0.024 | 0.097 | 0.158 | 0.053 | 0.063 | 0.000 | 0.122 | 0.070 | 0.078 | 0.061 | 0.070 | 0.075 | 0.075 | 0.435 | 0.016 | 0.114 | 0.122 | 0.034 | 0.087 | 0.037 | 0.130 | -0.043 | 0.526 | 0.278 | 0.037 | 0.236 | 0.261 | 0.093 | 0.107 | 0.299 | 0.050 | 0.063 | 0.057 | 0.115 | 0.213 | 0.075 | -0.012 | 0.078 | 0.091 | -0.014 | 0.155 | 0.148 | 0.197 | 0.013 | 0.056 | 0.666 | 0.000 | 0.029 | -0.032 | -0.032 |
| bldg_type | 0.154 | 0.150 | 0.313 | 1.000 | 0.053 | 0.073 | 0.199 | 0.065 | 0.140 | 0.135 | 0.029 | 0.000 | 0.117 | 0.271 | 0.082 | 0.095 | 0.110 | 0.183 | 0.171 | 0.212 | 0.071 | 0.044 | 0.110 | 0.175 | 0.135 | 0.053 | 0.156 | 0.182 | 0.041 | 0.174 | 0.047 | 0.143 | 0.137 | 0.074 | 0.245 | 0.115 | 0.157 | 0.501 | 0.136 | 0.070 | 0.032 | 0.076 | 0.080 | 0.853 | 0.189 | 0.434 | 0.056 | 0.114 | 0.145 | 0.132 | 0.134 | 1.000 | 0.045 | 0.099 | 0.042 | 0.137 | 0.219 | 0.000 | 0.060 | 0.240 | 0.208 |
| bsmt_cond | 0.020 | 0.056 | 0.063 | 0.053 | 1.000 | 0.061 | 0.087 | 0.023 | 0.147 | 0.023 | 0.029 | 0.029 | 0.100 | 0.232 | 0.046 | 0.233 | 0.162 | 0.167 | 0.092 | 0.083 | 0.000 | 0.043 | 0.019 | 0.124 | 0.088 | 0.122 | 0.092 | 0.090 | 0.133 | 0.105 | 0.175 | 0.076 | 0.118 | 0.000 | 0.045 | 0.091 | 0.075 | 0.016 | 0.112 | 0.048 | 0.000 | 0.030 | 0.043 | 0.083 | 0.094 | 0.135 | 0.000 | 0.181 | 0.249 | 0.160 | 0.075 | 1.000 | 0.053 | 0.104 | 0.033 | 0.031 | 0.000 | 0.000 | 0.024 | 0.157 | 0.104 |
| bsmt_exposure | 0.202 | 0.151 | 0.116 | 0.073 | 0.061 | 1.000 | 0.194 | 0.068 | 0.228 | 0.124 | 0.242 | 0.059 | 0.214 | 0.094 | 0.076 | 0.068 | 0.041 | 0.185 | 0.134 | 0.148 | 0.000 | 0.081 | 0.136 | 0.134 | 0.096 | 0.027 | 0.171 | 0.177 | 0.047 | 0.206 | 0.059 | 0.154 | 0.149 | 0.104 | 0.050 | 0.076 | 0.237 | 0.036 | 0.162 | 0.190 | 0.101 | 0.081 | 0.120 | 0.216 | 0.092 | 0.280 | 0.049 | 0.106 | 0.219 | 0.086 | 0.090 | 0.272 | 0.131 | 0.230 | 0.033 | 0.203 | 0.087 | 0.000 | 0.144 | 0.187 | 0.163 |
| bsmt_full_bath | 0.163 | 0.156 | 0.242 | 0.199 | 0.087 | 0.194 | 1.000 | 0.105 | 0.134 | 0.248 | 0.374 | 0.097 | 0.343 | 0.114 | 0.036 | 0.061 | 0.026 | 0.102 | 0.077 | 0.080 | 0.000 | 0.055 | 0.116 | 0.120 | 0.275 | 0.000 | 0.142 | 0.196 | 0.060 | 0.141 | 0.088 | 0.141 | 0.113 | 0.101 | 0.182 | 0.061 | 0.176 | 0.168 | 0.112 | 0.078 | 0.121 | 0.036 | 0.064 | 0.240 | 0.083 | 0.186 | 0.101 | 0.050 | 0.126 | 0.101 | 0.074 | 0.000 | 0.120 | 0.170 | 0.024 | 0.198 | 0.074 | 0.000 | 0.161 | 0.149 | 0.123 |
| bsmt_half_bath | 0.031 | 0.033 | 0.006 | 0.065 | 0.023 | 0.068 | 0.105 | 1.000 | 0.046 | 0.069 | 0.065 | 0.104 | 0.090 | 0.036 | 0.000 | 0.000 | 0.041 | 0.058 | 0.113 | 0.090 | 0.048 | 0.070 | 0.353 | 0.082 | 0.102 | 0.045 | 0.055 | 0.078 | 0.000 | 0.018 | 0.000 | 0.000 | 0.071 | 0.050 | 0.086 | 0.036 | 0.116 | 0.409 | 0.028 | 0.047 | 0.000 | 0.047 | 0.022 | 0.116 | 0.019 | 0.148 | 0.000 | 0.072 | 0.061 | 0.018 | 0.029 | 0.000 | 0.156 | 0.044 | 0.000 | 0.043 | 0.054 | 0.046 | 0.106 | 0.109 | 0.085 |
| bsmt_qual | 0.234 | 0.202 | 0.083 | 0.140 | 0.147 | 0.228 | 0.134 | 0.046 | 1.000 | 0.127 | 0.217 | 0.046 | 0.303 | 0.268 | 0.136 | 0.145 | 0.107 | 0.468 | 0.297 | 0.286 | 0.095 | 0.220 | 0.161 | 0.373 | 0.285 | 0.079 | 0.302 | 0.350 | 0.131 | 0.415 | 0.204 | 0.245 | 0.376 | 0.224 | 0.176 | 0.235 | 0.195 | 0.065 | 0.383 | 0.123 | 0.000 | 0.087 | 0.166 | 0.236 | 0.229 | 0.478 | 0.105 | 0.280 | 0.449 | 0.231 | 0.155 | 0.000 | 0.171 | 0.437 | 0.052 | 0.258 | 0.148 | 0.000 | 0.145 | 0.463 | 0.350 |
| bsmt_unf_sf | 0.219 | 0.052 | 0.168 | 0.135 | 0.023 | 0.124 | 0.248 | 0.069 | 0.127 | 1.000 | -0.547 | -0.298 | 0.288 | 0.094 | 0.036 | 0.058 | 0.053 | 0.192 | 0.091 | 0.099 | 0.000 | 0.151 | 0.044 | 0.170 | 0.158 | 0.036 | 0.106 | 0.139 | 0.038 | 0.138 | 0.067 | 0.094 | 0.178 | 0.249 | 0.108 | 0.100 | 0.152 | 0.097 | 0.136 | 0.054 | 0.068 | 0.029 | 0.033 | -0.114 | 0.057 | 0.167 | 0.146 | -0.123 | 0.239 | 0.117 | -0.131 | 0.393 | 0.069 | 0.163 | 0.000 | 0.331 | 0.251 | 0.000 | -0.047 | 0.124 | 0.167 |
| bsmtfin_sf_1 | 0.334 | -0.203 | -0.100 | 0.029 | 0.029 | 0.242 | 0.374 | 0.065 | 0.217 | -0.547 | 1.000 | 0.058 | 0.277 | 0.142 | 0.080 | 0.065 | 0.000 | 0.232 | 0.117 | 0.113 | 0.000 | 0.124 | 0.204 | 0.131 | 0.109 | 0.000 | 0.248 | 0.204 | 0.030 | 0.195 | 0.074 | 0.122 | 0.119 | 0.072 | 0.027 | 0.076 | 0.112 | 0.026 | 0.197 | 0.125 | 0.171 | 0.043 | 0.173 | -0.098 | 0.077 | 0.187 | 0.095 | -0.021 | 0.179 | 0.125 | -0.050 | 0.192 | 0.109 | 0.332 | 0.000 | 0.428 | -0.044 | 0.000 | 0.208 | 0.215 | 0.088 |
| bsmtfin_sf_2 | 0.056 | -0.118 | -0.024 | 0.000 | 0.029 | 0.059 | 0.097 | 0.104 | 0.046 | -0.298 | 0.058 | 1.000 | 0.172 | 0.028 | 0.000 | 0.000 | 0.047 | 0.044 | 0.069 | 0.079 | 0.000 | 0.079 | 0.090 | 0.074 | 0.068 | 0.073 | -0.013 | -0.060 | 0.000 | 0.035 | 0.000 | 0.032 | -0.141 | -0.077 | 0.019 | 0.038 | 0.040 | 0.002 | 0.028 | 0.060 | 0.057 | 0.042 | 0.029 | -0.093 | 0.000 | 0.116 | -0.056 | 0.096 | -0.092 | 0.031 | 0.013 | 0.096 | 0.088 | -0.034 | 0.000 | 0.065 | -0.087 | 0.080 | 0.061 | -0.096 | -0.117 |
| bsmtfin_type_1 | 0.125 | 0.129 | 0.097 | 0.117 | 0.100 | 0.214 | 0.343 | 0.090 | 0.303 | 0.288 | 0.277 | 0.172 | 1.000 | 0.190 | 0.064 | 0.103 | 0.065 | 0.305 | 0.225 | 0.224 | 0.109 | 0.141 | 0.113 | 0.304 | 0.200 | 0.073 | 0.171 | 0.198 | 0.082 | 0.271 | 0.102 | 0.156 | 0.315 | 0.112 | 0.072 | 0.198 | 0.162 | 0.056 | 0.242 | 0.087 | 0.000 | 0.068 | 0.093 | 0.189 | 0.124 | 0.318 | 0.069 | 0.178 | 0.244 | 0.196 | 0.108 | 0.253 | 0.064 | 0.221 | 0.000 | 0.149 | 0.088 | 0.000 | 0.105 | 0.347 | 0.264 |
| central_air | 0.166 | 0.137 | 0.158 | 0.271 | 0.232 | 0.094 | 0.114 | 0.036 | 0.268 | 0.094 | 0.142 | 0.028 | 0.190 | 1.000 | 0.113 | 0.395 | 0.243 | 0.305 | 0.330 | 0.305 | 0.042 | 0.065 | 0.183 | 0.345 | 0.122 | 0.139 | 0.327 | 0.328 | 0.303 | 0.241 | 0.294 | 0.275 | 0.339 | 0.187 | 0.150 | 0.350 | 0.174 | 0.218 | 0.310 | 0.129 | 0.000 | 0.072 | 0.123 | 0.261 | 0.292 | 0.376 | 0.092 | 0.302 | 0.387 | 0.384 | 0.215 | 1.000 | 0.105 | 0.411 | 0.055 | 0.227 | 0.134 | 0.037 | 0.128 | 0.422 | 0.371 |
| condition_1 | 0.064 | 0.048 | 0.053 | 0.082 | 0.046 | 0.076 | 0.036 | 0.000 | 0.136 | 0.036 | 0.080 | 0.000 | 0.064 | 0.113 | 1.000 | 0.065 | 0.051 | 0.121 | 0.078 | 0.067 | 0.025 | 0.050 | 0.065 | 0.079 | 0.080 | 0.000 | 0.061 | 0.065 | 0.000 | 0.139 | 0.025 | 0.090 | 0.114 | 0.060 | 0.098 | 0.073 | 0.072 | 0.046 | 0.079 | 0.052 | 0.000 | 0.118 | 0.103 | 0.088 | 0.074 | 0.195 | 0.025 | 0.043 | 0.084 | 0.117 | 0.076 | 0.000 | 0.047 | 0.091 | 0.140 | 0.072 | 0.054 | 0.000 | 0.040 | 0.111 | 0.076 |
| electrical | 0.051 | 0.058 | 0.063 | 0.095 | 0.233 | 0.068 | 0.061 | 0.000 | 0.145 | 0.058 | 0.065 | 0.000 | 0.103 | 0.395 | 0.065 | 1.000 | 0.112 | 0.139 | 0.172 | 0.176 | 0.047 | 0.034 | 0.069 | 0.149 | 0.092 | 0.168 | 0.112 | 0.128 | 0.174 | 0.172 | 0.262 | 0.118 | 0.202 | 0.063 | 0.074 | 0.144 | 0.112 | 0.077 | 0.149 | 0.054 | 0.000 | 0.024 | 0.088 | 0.132 | 0.128 | 0.177 | 0.020 | 0.206 | 0.158 | 0.180 | 0.098 | 1.000 | 0.000 | 0.158 | 0.000 | 0.072 | 0.081 | 0.078 | 0.058 | 0.197 | 0.214 |
| exter_cond | 0.000 | 0.048 | 0.000 | 0.110 | 0.162 | 0.041 | 0.026 | 0.041 | 0.107 | 0.053 | 0.000 | 0.047 | 0.065 | 0.243 | 0.051 | 0.112 | 1.000 | 0.239 | 0.111 | 0.081 | 0.039 | 0.000 | 0.077 | 0.116 | 0.156 | 0.230 | 0.086 | 0.124 | 0.140 | 0.106 | 0.087 | 0.072 | 0.108 | 0.035 | 0.097 | 0.186 | 0.071 | 0.039 | 0.113 | 0.039 | 0.000 | 0.026 | 0.031 | 0.114 | 0.231 | 0.161 | 0.100 | 0.345 | 0.207 | 0.177 | 0.083 | 0.000 | 0.037 | 0.136 | 0.052 | 0.045 | 0.000 | 0.046 | 0.062 | 0.161 | 0.108 |
| exter_qual | 0.286 | 0.201 | 0.122 | 0.183 | 0.167 | 0.185 | 0.102 | 0.058 | 0.468 | 0.192 | 0.232 | 0.044 | 0.305 | 0.305 | 0.121 | 0.139 | 0.239 | 1.000 | 0.346 | 0.337 | 0.098 | 0.225 | 0.183 | 0.371 | 0.304 | 0.169 | 0.339 | 0.361 | 0.091 | 0.374 | 0.099 | 0.235 | 0.399 | 0.269 | 0.168 | 0.332 | 0.183 | 0.094 | 0.544 | 0.122 | 0.000 | 0.035 | 0.131 | 0.265 | 0.243 | 0.497 | 0.146 | 0.305 | 0.614 | 0.199 | 0.127 | 0.406 | 0.164 | 0.510 | 0.238 | 0.329 | 0.186 | 0.078 | 0.162 | 0.441 | 0.406 |
| exterior_1st | 0.176 | 0.105 | 0.070 | 0.171 | 0.092 | 0.134 | 0.077 | 0.113 | 0.297 | 0.091 | 0.117 | 0.069 | 0.225 | 0.330 | 0.078 | 0.172 | 0.111 | 0.346 | 1.000 | 0.741 | 0.000 | 0.201 | 0.139 | 0.312 | 0.204 | 0.101 | 0.144 | 0.216 | 0.135 | 0.322 | 0.133 | 0.200 | 0.399 | 0.112 | 0.155 | 0.264 | 0.159 | 0.124 | 0.263 | 0.107 | 0.055 | 0.041 | 0.105 | 0.184 | 0.262 | 0.286 | 0.048 | 0.179 | 0.230 | 0.221 | 0.217 | 0.000 | 0.149 | 0.173 | 0.003 | 0.123 | 0.082 | 0.000 | 0.084 | 0.333 | 0.294 |
| exterior_2nd | 0.111 | 0.147 | 0.078 | 0.212 | 0.083 | 0.148 | 0.080 | 0.090 | 0.286 | 0.099 | 0.113 | 0.079 | 0.224 | 0.305 | 0.067 | 0.176 | 0.081 | 0.337 | 0.741 | 1.000 | 0.000 | 0.186 | 0.117 | 0.314 | 0.200 | 0.072 | 0.147 | 0.211 | 0.123 | 0.318 | 0.110 | 0.206 | 0.404 | 0.122 | 0.167 | 0.264 | 0.162 | 0.133 | 0.255 | 0.107 | 0.051 | 0.116 | 0.112 | 0.205 | 0.165 | 0.335 | 0.055 | 0.167 | 0.200 | 0.201 | 0.215 | 0.000 | 0.170 | 0.180 | 0.000 | 0.126 | 0.085 | 0.035 | 0.083 | 0.325 | 0.289 |
| fence | 0.051 | 0.151 | 0.061 | 0.071 | 0.000 | 0.000 | 0.000 | 0.048 | 0.095 | 0.000 | 0.000 | 0.000 | 0.109 | 0.042 | 0.025 | 0.047 | 0.039 | 0.098 | 0.000 | 0.000 | 1.000 | 0.000 | 0.073 | 0.107 | 0.121 | 0.000 | 0.116 | 0.117 | 0.000 | 0.097 | 0.000 | 0.061 | 0.117 | 0.113 | 0.114 | 0.060 | 0.111 | 0.000 | 0.117 | 0.000 | 0.118 | 0.068 | 0.105 | 0.136 | 0.033 | 0.194 | 0.032 | 0.000 | 0.143 | 0.000 | 0.174 | 0.000 | 0.000 | 0.148 | 0.000 | 0.031 | 0.134 | 1.000 | 0.122 | 0.158 | 0.131 |
| fireplace_qu | 0.126 | 0.136 | 0.070 | 0.044 | 0.043 | 0.081 | 0.055 | 0.070 | 0.220 | 0.151 | 0.124 | 0.079 | 0.141 | 0.065 | 0.050 | 0.034 | 0.000 | 0.225 | 0.201 | 0.186 | 0.000 | 1.000 | 0.011 | 0.166 | 0.109 | 0.072 | 0.153 | 0.163 | 0.000 | 0.108 | 0.019 | 0.087 | 0.197 | 0.179 | 0.113 | 0.150 | 0.164 | 0.004 | 0.222 | 0.087 | 0.000 | 0.034 | 0.026 | 0.162 | 0.060 | 0.301 | 0.030 | 0.088 | 0.208 | 0.073 | 0.067 | 0.000 | 0.069 | 0.217 | 0.000 | 0.145 | 0.139 | 0.000 | 0.029 | 0.278 | 0.311 |
| fireplaces | 0.237 | 0.136 | 0.075 | 0.110 | 0.019 | 0.136 | 0.116 | 0.353 | 0.161 | 0.044 | 0.204 | 0.090 | 0.113 | 0.183 | 0.065 | 0.069 | 0.077 | 0.183 | 0.139 | 0.117 | 0.073 | 0.011 | 1.000 | 0.115 | 0.155 | 0.084 | 0.171 | 0.186 | 0.048 | 0.242 | 0.054 | 0.180 | 0.114 | 0.275 | 0.168 | 0.098 | 0.094 | 0.091 | 0.150 | 0.111 | 0.104 | 0.054 | 0.128 | 0.170 | 0.114 | 0.276 | 0.068 | 0.105 | 0.225 | 0.130 | 0.090 | 0.000 | 0.083 | 0.273 | 0.029 | 0.224 | 0.165 | 0.000 | 0.185 | 0.157 | 0.128 |
| foundation | 0.128 | 0.168 | 0.075 | 0.175 | 0.124 | 0.134 | 0.120 | 0.082 | 0.373 | 0.170 | 0.131 | 0.074 | 0.304 | 0.345 | 0.079 | 0.149 | 0.116 | 0.371 | 0.312 | 0.314 | 0.107 | 0.166 | 0.115 | 1.000 | 0.253 | 0.115 | 0.204 | 0.235 | 0.128 | 0.379 | 0.199 | 0.243 | 0.465 | 0.165 | 0.189 | 0.290 | 0.215 | 0.146 | 0.293 | 0.099 | 0.000 | 0.043 | 0.136 | 0.255 | 0.222 | 0.424 | 0.088 | 0.254 | 0.288 | 0.251 | 0.217 | 0.477 | 0.097 | 0.270 | 0.087 | 0.225 | 0.111 | 0.000 | 0.096 | 0.505 | 0.331 |
| full_bath | 0.208 | 0.373 | 0.435 | 0.135 | 0.088 | 0.096 | 0.275 | 0.102 | 0.285 | 0.158 | 0.109 | 0.068 | 0.200 | 0.122 | 0.080 | 0.092 | 0.156 | 0.304 | 0.204 | 0.200 | 0.121 | 0.109 | 0.155 | 0.253 | 1.000 | 0.039 | 0.244 | 0.340 | 0.051 | 0.318 | 0.074 | 0.217 | 0.279 | 0.385 | 0.344 | 0.177 | 0.194 | 0.148 | 0.233 | 0.102 | 0.059 | 0.045 | 0.123 | 0.231 | 0.142 | 0.324 | 0.115 | 0.227 | 0.306 | 0.114 | 0.106 | 0.000 | 0.131 | 0.352 | 0.048 | 0.198 | 0.291 | 0.000 | 0.158 | 0.304 | 0.244 |
| functional | 0.000 | 0.046 | 0.016 | 0.053 | 0.122 | 0.027 | 0.000 | 0.045 | 0.079 | 0.036 | 0.000 | 0.073 | 0.073 | 0.139 | 0.000 | 0.168 | 0.230 | 0.169 | 0.101 | 0.072 | 0.000 | 0.072 | 0.084 | 0.115 | 0.039 | 1.000 | 0.023 | 0.034 | 0.115 | 0.088 | 0.089 | 0.130 | 0.098 | 0.033 | 0.000 | 0.213 | 0.050 | 0.000 | 0.108 | 0.076 | 0.046 | 0.000 | 0.000 | 0.073 | 0.222 | 0.081 | 0.085 | 0.202 | 0.171 | 0.119 | 0.144 | 0.430 | 0.074 | 0.067 | 0.000 | 0.026 | 0.025 | 0.069 | 0.068 | 0.090 | 0.054 |
| garage_area | 0.488 | 0.090 | 0.114 | 0.156 | 0.092 | 0.171 | 0.142 | 0.055 | 0.302 | 0.106 | 0.248 | -0.013 | 0.171 | 0.327 | 0.061 | 0.112 | 0.086 | 0.339 | 0.144 | 0.147 | 0.116 | 0.153 | 0.171 | 0.204 | 0.244 | 0.023 | 1.000 | 0.864 | 0.120 | 0.296 | 0.146 | 0.167 | 0.599 | 0.487 | 0.136 | 0.165 | 0.112 | 0.121 | 0.271 | 0.085 | 0.371 | 0.072 | 0.153 | -0.048 | 0.146 | 0.267 | 0.335 | -0.216 | 0.547 | 0.284 | -0.207 | 0.500 | 0.106 | 0.661 | 0.125 | 0.481 | 0.334 | 0.000 | 0.263 | 0.534 | 0.409 |
| garage_cars | 0.449 | 0.152 | 0.122 | 0.182 | 0.090 | 0.177 | 0.196 | 0.078 | 0.350 | 0.139 | 0.204 | -0.060 | 0.198 | 0.328 | 0.065 | 0.128 | 0.124 | 0.361 | 0.216 | 0.211 | 0.117 | 0.163 | 0.186 | 0.235 | 0.340 | 0.034 | 0.864 | 1.000 | 0.074 | 0.326 | 0.116 | 0.203 | 0.638 | 0.524 | 0.222 | 0.191 | 0.150 | 0.159 | 0.305 | 0.081 | 0.344 | 0.060 | 0.148 | 0.020 | 0.151 | 0.363 | 0.337 | -0.258 | 0.611 | 0.289 | -0.277 | 0.180 | 0.121 | 0.702 | 0.000 | 0.450 | 0.385 | 0.000 | 0.274 | 0.601 | 0.461 |
| garage_cond | 0.086 | 0.039 | 0.034 | 0.041 | 0.133 | 0.047 | 0.060 | 0.000 | 0.131 | 0.038 | 0.030 | 0.000 | 0.082 | 0.303 | 0.000 | 0.174 | 0.140 | 0.091 | 0.135 | 0.123 | 0.000 | 0.000 | 0.048 | 0.128 | 0.051 | 0.115 | 0.120 | 0.074 | 1.000 | 0.138 | 0.492 | 0.122 | 0.189 | 0.084 | 0.060 | 0.101 | 0.102 | 0.158 | 0.117 | 0.000 | 0.000 | 0.038 | 0.050 | 0.062 | 0.140 | 0.141 | 0.000 | 0.160 | 0.172 | 0.261 | 0.105 | 0.000 | 0.056 | 0.153 | 0.000 | 0.032 | 0.000 | 0.000 | 0.025 | 0.174 | 0.111 |
| garage_finish | 0.252 | 0.241 | 0.087 | 0.174 | 0.105 | 0.206 | 0.141 | 0.018 | 0.415 | 0.138 | 0.195 | 0.035 | 0.271 | 0.241 | 0.139 | 0.172 | 0.106 | 0.374 | 0.322 | 0.318 | 0.097 | 0.108 | 0.242 | 0.379 | 0.318 | 0.088 | 0.296 | 0.326 | 0.138 | 1.000 | 0.163 | 0.459 | 0.388 | 0.258 | 0.172 | 0.275 | 0.240 | 0.102 | 0.340 | 0.123 | 0.022 | 0.066 | 0.195 | 0.322 | 0.229 | 0.487 | 0.149 | 0.280 | 0.397 | 0.182 | 0.221 | 0.112 | 0.121 | 0.424 | 0.000 | 0.261 | 0.179 | 0.013 | 0.167 | 0.457 | 0.353 |
| garage_qual | 0.100 | 0.102 | 0.037 | 0.047 | 0.175 | 0.059 | 0.088 | 0.000 | 0.204 | 0.067 | 0.074 | 0.000 | 0.102 | 0.294 | 0.025 | 0.262 | 0.087 | 0.099 | 0.133 | 0.110 | 0.000 | 0.019 | 0.054 | 0.199 | 0.074 | 0.089 | 0.146 | 0.116 | 0.492 | 0.163 | 1.000 | 0.128 | 0.233 | 0.160 | 0.043 | 0.074 | 0.164 | 0.044 | 0.106 | 0.041 | 0.022 | 0.016 | 0.069 | 0.147 | 0.139 | 0.186 | 0.080 | 0.130 | 0.141 | 0.220 | 0.114 | 0.000 | 0.046 | 0.166 | 0.000 | 0.078 | 0.088 | 0.000 | 0.026 | 0.228 | 0.133 |
| garage_type | 0.170 | 0.253 | 0.130 | 0.143 | 0.076 | 0.154 | 0.141 | 0.000 | 0.245 | 0.094 | 0.122 | 0.032 | 0.156 | 0.275 | 0.090 | 0.118 | 0.072 | 0.235 | 0.200 | 0.206 | 0.061 | 0.087 | 0.180 | 0.243 | 0.217 | 0.130 | 0.167 | 0.203 | 0.122 | 0.459 | 0.128 | 1.000 | 0.231 | 0.191 | 0.216 | 0.139 | 0.235 | 0.120 | 0.187 | 0.090 | 0.041 | 0.059 | 0.162 | 0.280 | 0.188 | 0.325 | 0.078 | 0.169 | 0.215 | 0.242 | 0.199 | 0.000 | 0.082 | 0.239 | 0.109 | 0.178 | 0.161 | 0.110 | 0.100 | 0.292 | 0.214 |
| garage_yr_blt | 0.264 | 0.081 | -0.043 | 0.137 | 0.118 | 0.149 | 0.113 | 0.071 | 0.376 | 0.178 | 0.119 | -0.141 | 0.315 | 0.339 | 0.114 | 0.202 | 0.108 | 0.399 | 0.399 | 0.404 | 0.117 | 0.197 | 0.114 | 0.465 | 0.279 | 0.098 | 0.599 | 0.638 | 0.189 | 0.388 | 0.233 | 0.231 | 1.000 | 0.326 | 0.195 | 0.313 | 0.247 | 0.075 | 0.313 | 0.123 | 0.074 | 0.070 | 0.156 | 0.084 | 0.216 | 0.486 | 0.401 | -0.395 | 0.638 | 0.261 | -0.274 | 0.349 | 0.087 | 0.638 | 0.039 | 0.365 | 0.210 | 0.000 | 0.280 | 0.900 | 0.742 |
| gr_liv_area | 0.491 | 0.604 | 0.526 | 0.074 | 0.000 | 0.104 | 0.101 | 0.050 | 0.224 | 0.249 | 0.072 | -0.077 | 0.112 | 0.187 | 0.060 | 0.063 | 0.035 | 0.269 | 0.112 | 0.122 | 0.113 | 0.179 | 0.275 | 0.165 | 0.385 | 0.033 | 0.487 | 0.524 | 0.084 | 0.258 | 0.160 | 0.191 | 0.326 | 1.000 | 0.304 | 0.152 | 0.234 | 0.048 | 0.227 | 0.097 | 0.418 | 0.045 | 0.187 | 0.187 | 0.079 | 0.213 | 0.402 | -0.189 | 0.578 | 0.157 | -0.165 | 0.096 | 0.071 | 0.723 | 0.077 | 0.379 | 0.808 | 0.000 | 0.229 | 0.317 | 0.319 |
| half_bath | 0.136 | 0.460 | 0.278 | 0.245 | 0.045 | 0.050 | 0.182 | 0.086 | 0.176 | 0.108 | 0.027 | 0.019 | 0.072 | 0.150 | 0.098 | 0.074 | 0.097 | 0.168 | 0.155 | 0.167 | 0.114 | 0.113 | 0.168 | 0.189 | 0.344 | 0.000 | 0.136 | 0.222 | 0.060 | 0.172 | 0.043 | 0.216 | 0.195 | 0.304 | 1.000 | 0.141 | 0.455 | 0.210 | 0.165 | 0.000 | 0.000 | 0.048 | 0.106 | 0.509 | 0.125 | 0.316 | 0.117 | 0.127 | 0.228 | 0.097 | 0.117 | 0.558 | 0.145 | 0.234 | 0.008 | 0.086 | 0.259 | 0.000 | 0.086 | 0.237 | 0.211 |
| heating_qc | 0.100 | 0.124 | 0.037 | 0.115 | 0.091 | 0.076 | 0.061 | 0.036 | 0.235 | 0.100 | 0.076 | 0.038 | 0.198 | 0.350 | 0.073 | 0.144 | 0.186 | 0.332 | 0.264 | 0.264 | 0.060 | 0.150 | 0.098 | 0.290 | 0.177 | 0.213 | 0.165 | 0.191 | 0.101 | 0.275 | 0.074 | 0.139 | 0.313 | 0.152 | 0.141 | 1.000 | 0.132 | 0.098 | 0.284 | 0.068 | 0.000 | 0.025 | 0.081 | 0.175 | 0.239 | 0.306 | 0.096 | 0.176 | 0.297 | 0.155 | 0.050 | 0.269 | 0.031 | 0.254 | 0.051 | 0.137 | 0.095 | 0.018 | 0.096 | 0.336 | 0.327 |
| house_style | 0.163 | 0.432 | 0.236 | 0.157 | 0.075 | 0.237 | 0.176 | 0.116 | 0.195 | 0.152 | 0.112 | 0.040 | 0.162 | 0.174 | 0.072 | 0.112 | 0.071 | 0.183 | 0.159 | 0.162 | 0.111 | 0.164 | 0.094 | 0.215 | 0.194 | 0.050 | 0.112 | 0.150 | 0.102 | 0.240 | 0.164 | 0.235 | 0.247 | 0.234 | 0.455 | 0.132 | 1.000 | 0.118 | 0.135 | 0.113 | 0.000 | 0.047 | 0.103 | 0.618 | 0.152 | 0.286 | 0.087 | 0.121 | 0.149 | 0.168 | 0.223 | 0.387 | 0.111 | 0.133 | 0.000 | 0.153 | 0.237 | 0.041 | 0.056 | 0.278 | 0.202 |
| kitchen_abvgr | 0.025 | 0.045 | 0.261 | 0.501 | 0.016 | 0.036 | 0.168 | 0.409 | 0.065 | 0.097 | 0.026 | 0.002 | 0.056 | 0.218 | 0.046 | 0.077 | 0.039 | 0.094 | 0.124 | 0.133 | 0.000 | 0.004 | 0.091 | 0.146 | 0.148 | 0.000 | 0.121 | 0.159 | 0.158 | 0.102 | 0.044 | 0.120 | 0.075 | 0.048 | 0.210 | 0.098 | 0.118 | 1.000 | 0.105 | 0.000 | 0.000 | 0.043 | 0.049 | 0.494 | 0.069 | 0.106 | 0.057 | 0.065 | 0.096 | 0.102 | 0.043 | 1.000 | 0.145 | 0.070 | 0.000 | 0.057 | 0.220 | 0.000 | 0.023 | 0.149 | 0.115 |
| kitchen_qual | 0.232 | 0.159 | 0.093 | 0.136 | 0.112 | 0.162 | 0.112 | 0.028 | 0.383 | 0.136 | 0.197 | 0.028 | 0.242 | 0.310 | 0.079 | 0.149 | 0.113 | 0.544 | 0.263 | 0.255 | 0.117 | 0.222 | 0.150 | 0.293 | 0.233 | 0.108 | 0.271 | 0.305 | 0.117 | 0.340 | 0.106 | 0.187 | 0.313 | 0.227 | 0.165 | 0.284 | 0.135 | 0.105 | 1.000 | 0.106 | 0.000 | 0.000 | 0.114 | 0.205 | 0.154 | 0.391 | 0.107 | 0.211 | 0.473 | 0.190 | 0.117 | 0.195 | 0.129 | 0.423 | 0.070 | 0.251 | 0.177 | 0.000 | 0.138 | 0.343 | 0.361 |
| land_contour | 0.101 | 0.045 | 0.107 | 0.070 | 0.048 | 0.190 | 0.078 | 0.047 | 0.123 | 0.054 | 0.125 | 0.060 | 0.087 | 0.129 | 0.052 | 0.054 | 0.039 | 0.122 | 0.107 | 0.107 | 0.000 | 0.087 | 0.111 | 0.099 | 0.102 | 0.076 | 0.085 | 0.081 | 0.000 | 0.123 | 0.041 | 0.090 | 0.123 | 0.097 | 0.000 | 0.068 | 0.113 | 0.000 | 0.106 | 1.000 | 0.197 | 0.047 | 0.115 | 0.110 | 0.097 | 0.362 | 0.000 | 0.079 | 0.166 | 0.063 | 0.160 | 0.111 | 0.128 | 0.135 | 0.098 | 0.112 | 0.098 | 0.030 | 0.112 | 0.151 | 0.120 |
| lot_area | 0.439 | 0.065 | 0.299 | 0.032 | 0.000 | 0.101 | 0.121 | 0.000 | 0.000 | 0.068 | 0.171 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.051 | 0.118 | 0.000 | 0.104 | 0.000 | 0.059 | 0.046 | 0.371 | 0.344 | 0.000 | 0.022 | 0.022 | 0.041 | 0.074 | 0.418 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.197 | 1.000 | 0.074 | 0.207 | -0.321 | 0.083 | 0.123 | 0.172 | -0.079 | 0.197 | 0.063 | -0.040 | 0.149 | 0.084 | 0.429 | 0.202 | 0.353 | 0.384 | 0.062 | 0.178 | 0.121 | 0.103 |
| lot_config | 0.032 | 0.038 | 0.050 | 0.076 | 0.030 | 0.081 | 0.036 | 0.047 | 0.087 | 0.029 | 0.043 | 0.042 | 0.068 | 0.072 | 0.118 | 0.024 | 0.026 | 0.035 | 0.041 | 0.116 | 0.068 | 0.034 | 0.054 | 0.043 | 0.045 | 0.000 | 0.072 | 0.060 | 0.038 | 0.066 | 0.016 | 0.059 | 0.070 | 0.045 | 0.048 | 0.025 | 0.047 | 0.043 | 0.000 | 0.047 | 0.074 | 1.000 | 0.218 | 0.081 | 0.065 | 0.155 | 0.000 | 0.021 | 0.034 | 0.045 | 0.000 | 0.146 | 0.056 | 0.072 | 0.000 | 0.015 | 0.028 | 0.063 | 0.039 | 0.111 | 0.087 |
| lot_shape | 0.150 | 0.147 | 0.063 | 0.080 | 0.043 | 0.120 | 0.064 | 0.022 | 0.166 | 0.033 | 0.173 | 0.029 | 0.093 | 0.123 | 0.103 | 0.088 | 0.031 | 0.131 | 0.105 | 0.112 | 0.105 | 0.026 | 0.128 | 0.136 | 0.123 | 0.000 | 0.153 | 0.148 | 0.050 | 0.195 | 0.069 | 0.162 | 0.156 | 0.187 | 0.106 | 0.081 | 0.103 | 0.049 | 0.114 | 0.115 | 0.207 | 0.218 | 1.000 | 0.156 | 0.150 | 0.260 | 0.035 | 0.090 | 0.157 | 0.111 | 0.093 | 0.000 | 0.020 | 0.201 | 0.000 | 0.178 | 0.074 | 0.000 | 0.090 | 0.196 | 0.164 |
| ms_subclass | -0.278 | 0.478 | 0.057 | 0.853 | 0.083 | 0.216 | 0.240 | 0.116 | 0.236 | -0.114 | -0.098 | -0.093 | 0.189 | 0.261 | 0.088 | 0.132 | 0.114 | 0.265 | 0.184 | 0.205 | 0.136 | 0.162 | 0.170 | 0.255 | 0.231 | 0.073 | -0.048 | 0.020 | 0.062 | 0.322 | 0.147 | 0.280 | 0.084 | 0.187 | 0.509 | 0.175 | 0.618 | 0.494 | 0.205 | 0.110 | -0.321 | 0.081 | 0.156 | 1.000 | 0.214 | 0.404 | 0.031 | -0.066 | 0.103 | 0.172 | -0.027 | 0.219 | 0.117 | 0.002 | 0.032 | -0.301 | 0.137 | 0.000 | 0.019 | 0.036 | 0.016 |
| ms_zoning | 0.123 | 0.146 | 0.115 | 0.189 | 0.094 | 0.092 | 0.083 | 0.019 | 0.229 | 0.057 | 0.077 | 0.000 | 0.124 | 0.292 | 0.074 | 0.128 | 0.231 | 0.243 | 0.262 | 0.165 | 0.033 | 0.060 | 0.114 | 0.222 | 0.142 | 0.222 | 0.146 | 0.151 | 0.140 | 0.229 | 0.139 | 0.188 | 0.216 | 0.079 | 0.125 | 0.239 | 0.152 | 0.069 | 0.154 | 0.097 | 0.083 | 0.065 | 0.150 | 0.214 | 1.000 | 0.536 | 0.097 | 0.177 | 0.339 | 0.258 | 0.493 | 1.000 | 0.068 | 0.195 | 0.347 | 0.116 | 0.096 | 0.351 | 0.062 | 0.262 | 0.168 |
| neighborhood | 0.227 | 0.257 | 0.213 | 0.434 | 0.135 | 0.280 | 0.186 | 0.148 | 0.478 | 0.167 | 0.187 | 0.116 | 0.318 | 0.376 | 0.195 | 0.177 | 0.161 | 0.497 | 0.286 | 0.335 | 0.194 | 0.301 | 0.276 | 0.424 | 0.324 | 0.081 | 0.267 | 0.363 | 0.141 | 0.487 | 0.186 | 0.325 | 0.486 | 0.213 | 0.316 | 0.306 | 0.286 | 0.106 | 0.391 | 0.362 | 0.123 | 0.155 | 0.260 | 0.404 | 0.536 | 1.000 | 0.111 | 0.224 | 0.338 | 0.359 | 0.753 | 0.430 | 0.207 | 0.336 | 0.223 | 0.238 | 0.183 | 0.038 | 0.150 | 0.483 | 0.398 |
| open_porch_sf | 0.251 | 0.201 | 0.075 | 0.056 | 0.000 | 0.049 | 0.101 | 0.000 | 0.105 | 0.146 | 0.095 | -0.056 | 0.069 | 0.092 | 0.025 | 0.020 | 0.100 | 0.146 | 0.048 | 0.055 | 0.032 | 0.030 | 0.068 | 0.088 | 0.115 | 0.085 | 0.335 | 0.337 | 0.000 | 0.149 | 0.080 | 0.078 | 0.401 | 0.402 | 0.117 | 0.096 | 0.087 | 0.057 | 0.107 | 0.000 | 0.172 | 0.000 | 0.035 | 0.031 | 0.097 | 0.111 | 1.000 | -0.175 | 0.440 | 0.000 | -0.177 | 0.000 | 0.000 | 0.480 | 0.000 | 0.276 | 0.259 | 0.000 | 0.112 | 0.403 | 0.372 |
| overall_cond | -0.187 | -0.013 | -0.012 | 0.114 | 0.181 | 0.106 | 0.050 | 0.072 | 0.280 | -0.123 | -0.021 | 0.096 | 0.178 | 0.302 | 0.043 | 0.206 | 0.345 | 0.305 | 0.179 | 0.167 | 0.000 | 0.088 | 0.105 | 0.254 | 0.227 | 0.202 | -0.216 | -0.258 | 0.160 | 0.280 | 0.130 | 0.169 | -0.395 | -0.189 | 0.127 | 0.176 | 0.121 | 0.065 | 0.211 | 0.079 | -0.079 | 0.021 | 0.090 | -0.066 | 0.177 | 0.224 | -0.175 | 1.000 | -0.190 | 0.239 | 0.112 | 0.000 | 0.072 | -0.166 | 0.064 | -0.223 | -0.126 | 0.159 | -0.036 | -0.422 | -0.075 |
| overall_qual | 0.416 | 0.238 | 0.078 | 0.145 | 0.249 | 0.219 | 0.126 | 0.061 | 0.449 | 0.239 | 0.179 | -0.092 | 0.244 | 0.387 | 0.084 | 0.158 | 0.207 | 0.614 | 0.230 | 0.200 | 0.143 | 0.208 | 0.225 | 0.288 | 0.306 | 0.171 | 0.547 | 0.611 | 0.172 | 0.397 | 0.141 | 0.215 | 0.638 | 0.578 | 0.228 | 0.297 | 0.149 | 0.096 | 0.473 | 0.166 | 0.197 | 0.034 | 0.157 | 0.103 | 0.339 | 0.338 | 0.440 | -0.190 | 1.000 | 0.263 | -0.314 | 0.272 | 0.143 | 0.809 | 0.108 | 0.473 | 0.378 | 0.129 | 0.290 | 0.665 | 0.579 |
| paved_drive | 0.141 | 0.113 | 0.091 | 0.132 | 0.160 | 0.086 | 0.101 | 0.018 | 0.231 | 0.117 | 0.125 | 0.031 | 0.196 | 0.384 | 0.117 | 0.180 | 0.177 | 0.199 | 0.221 | 0.201 | 0.000 | 0.073 | 0.130 | 0.251 | 0.114 | 0.119 | 0.284 | 0.289 | 0.261 | 0.182 | 0.220 | 0.242 | 0.261 | 0.157 | 0.097 | 0.155 | 0.168 | 0.102 | 0.190 | 0.063 | 0.063 | 0.045 | 0.111 | 0.172 | 0.258 | 0.359 | 0.000 | 0.239 | 0.263 | 1.000 | 0.192 | 0.252 | 0.103 | 0.295 | 0.106 | 0.160 | 0.090 | 0.016 | 0.079 | 0.375 | 0.221 |
| pid | -0.130 | -0.069 | -0.014 | 0.134 | 0.075 | 0.090 | 0.074 | 0.029 | 0.155 | -0.131 | -0.050 | 0.013 | 0.108 | 0.215 | 0.076 | 0.098 | 0.083 | 0.127 | 0.217 | 0.215 | 0.174 | 0.067 | 0.090 | 0.217 | 0.106 | 0.144 | -0.207 | -0.277 | 0.105 | 0.221 | 0.114 | 0.199 | -0.274 | -0.165 | 0.117 | 0.050 | 0.223 | 0.043 | 0.117 | 0.160 | -0.040 | 0.000 | 0.093 | -0.027 | 0.493 | 0.753 | -0.177 | 0.112 | -0.314 | 0.192 | 1.000 | 0.000 | 0.085 | -0.271 | 0.129 | -0.188 | -0.130 | 0.040 | -0.092 | -0.315 | -0.208 |
| pool_qc | 0.000 | 0.000 | 0.155 | 1.000 | 1.000 | 0.272 | 0.000 | 0.000 | 0.000 | 0.393 | 0.192 | 0.096 | 0.253 | 1.000 | 0.000 | 1.000 | 0.000 | 0.406 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.477 | 0.000 | 0.430 | 0.500 | 0.180 | 0.000 | 0.112 | 0.000 | 0.000 | 0.349 | 0.096 | 0.558 | 0.269 | 0.387 | 1.000 | 0.195 | 0.111 | 0.149 | 0.146 | 0.000 | 0.219 | 1.000 | 0.430 | 0.000 | 0.000 | 0.272 | 0.252 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.111 | 0.401 | 0.000 |
| roof_style | 0.155 | 0.133 | 0.148 | 0.045 | 0.053 | 0.131 | 0.120 | 0.156 | 0.171 | 0.069 | 0.109 | 0.088 | 0.064 | 0.105 | 0.047 | 0.000 | 0.037 | 0.164 | 0.149 | 0.170 | 0.000 | 0.069 | 0.083 | 0.097 | 0.131 | 0.074 | 0.106 | 0.121 | 0.056 | 0.121 | 0.046 | 0.082 | 0.087 | 0.071 | 0.145 | 0.031 | 0.111 | 0.145 | 0.129 | 0.128 | 0.084 | 0.056 | 0.020 | 0.117 | 0.068 | 0.207 | 0.000 | 0.072 | 0.143 | 0.103 | 0.085 | 0.000 | 1.000 | 0.140 | 0.000 | 0.131 | 0.088 | 0.000 | 0.069 | 0.152 | 0.091 |
| saleprice | 0.582 | 0.247 | 0.197 | 0.099 | 0.104 | 0.230 | 0.170 | 0.044 | 0.437 | 0.163 | 0.332 | -0.034 | 0.221 | 0.411 | 0.091 | 0.158 | 0.136 | 0.510 | 0.173 | 0.180 | 0.148 | 0.217 | 0.273 | 0.270 | 0.352 | 0.067 | 0.661 | 0.702 | 0.153 | 0.424 | 0.166 | 0.239 | 0.638 | 0.723 | 0.234 | 0.254 | 0.133 | 0.070 | 0.423 | 0.135 | 0.429 | 0.072 | 0.201 | 0.002 | 0.195 | 0.336 | 0.480 | -0.166 | 0.809 | 0.295 | -0.271 | 0.000 | 0.140 | 1.000 | 0.122 | 0.606 | 0.499 | 0.000 | 0.364 | 0.681 | 0.601 |
| street | 0.000 | 0.000 | 0.013 | 0.042 | 0.033 | 0.033 | 0.024 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.140 | 0.000 | 0.052 | 0.238 | 0.003 | 0.000 | 0.000 | 0.000 | 0.029 | 0.087 | 0.048 | 0.000 | 0.125 | 0.000 | 0.000 | 0.000 | 0.000 | 0.109 | 0.039 | 0.077 | 0.008 | 0.051 | 0.000 | 0.000 | 0.070 | 0.098 | 0.202 | 0.000 | 0.000 | 0.032 | 0.347 | 0.223 | 0.000 | 0.064 | 0.108 | 0.106 | 0.129 | 1.000 | 0.000 | 0.122 | 1.000 | 0.011 | 0.031 | 0.201 | 0.075 | 0.076 | 0.095 |
| total_bsmt_sf | 0.828 | -0.313 | 0.056 | 0.137 | 0.031 | 0.203 | 0.198 | 0.043 | 0.258 | 0.331 | 0.428 | 0.065 | 0.149 | 0.227 | 0.072 | 0.072 | 0.045 | 0.329 | 0.123 | 0.126 | 0.031 | 0.145 | 0.224 | 0.225 | 0.198 | 0.026 | 0.481 | 0.450 | 0.032 | 0.261 | 0.078 | 0.178 | 0.365 | 0.379 | 0.086 | 0.137 | 0.153 | 0.057 | 0.251 | 0.112 | 0.353 | 0.015 | 0.178 | -0.301 | 0.116 | 0.238 | 0.276 | -0.223 | 0.473 | 0.160 | -0.188 | 0.000 | 0.131 | 0.606 | 0.011 | 1.000 | 0.233 | 0.000 | 0.224 | 0.442 | 0.310 |
| totrms_abvgrd | 0.342 | 0.555 | 0.666 | 0.219 | 0.000 | 0.087 | 0.074 | 0.054 | 0.148 | 0.251 | -0.044 | -0.087 | 0.088 | 0.134 | 0.054 | 0.081 | 0.000 | 0.186 | 0.082 | 0.085 | 0.134 | 0.139 | 0.165 | 0.111 | 0.291 | 0.025 | 0.334 | 0.385 | 0.000 | 0.179 | 0.088 | 0.161 | 0.210 | 0.808 | 0.259 | 0.095 | 0.237 | 0.220 | 0.177 | 0.098 | 0.384 | 0.028 | 0.074 | 0.137 | 0.096 | 0.183 | 0.259 | -0.126 | 0.378 | 0.090 | -0.130 | 0.000 | 0.088 | 0.499 | 0.031 | 0.233 | 1.000 | 0.000 | 0.158 | 0.182 | 0.208 |
| utilities | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.037 | 0.000 | 0.078 | 0.046 | 0.078 | 0.000 | 0.035 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.018 | 0.041 | 0.000 | 0.000 | 0.030 | 0.062 | 0.063 | 0.000 | 0.000 | 0.351 | 0.038 | 0.000 | 0.159 | 0.129 | 0.016 | 0.040 | 1.000 | 0.000 | 0.000 | 0.201 | 0.000 | 0.000 | 1.000 | 0.000 | 0.035 | 0.039 |
| wood_deck_sf | 0.206 | 0.066 | 0.029 | 0.060 | 0.024 | 0.144 | 0.161 | 0.106 | 0.145 | -0.047 | 0.208 | 0.061 | 0.105 | 0.128 | 0.040 | 0.058 | 0.062 | 0.162 | 0.084 | 0.083 | 0.122 | 0.029 | 0.185 | 0.096 | 0.158 | 0.068 | 0.263 | 0.274 | 0.025 | 0.167 | 0.026 | 0.100 | 0.280 | 0.229 | 0.086 | 0.096 | 0.056 | 0.023 | 0.138 | 0.112 | 0.178 | 0.039 | 0.090 | 0.019 | 0.062 | 0.150 | 0.112 | -0.036 | 0.290 | 0.079 | -0.092 | 0.111 | 0.069 | 0.364 | 0.075 | 0.224 | 0.158 | 0.000 | 1.000 | 0.297 | 0.250 |
| year_built | 0.325 | 0.023 | -0.032 | 0.240 | 0.157 | 0.187 | 0.149 | 0.109 | 0.463 | 0.124 | 0.215 | -0.096 | 0.347 | 0.422 | 0.111 | 0.197 | 0.161 | 0.441 | 0.333 | 0.325 | 0.158 | 0.278 | 0.157 | 0.505 | 0.304 | 0.090 | 0.534 | 0.601 | 0.174 | 0.457 | 0.228 | 0.292 | 0.900 | 0.317 | 0.237 | 0.336 | 0.278 | 0.149 | 0.343 | 0.151 | 0.121 | 0.111 | 0.196 | 0.036 | 0.262 | 0.483 | 0.403 | -0.422 | 0.665 | 0.375 | -0.315 | 0.401 | 0.152 | 0.681 | 0.076 | 0.442 | 0.182 | 0.035 | 0.297 | 1.000 | 0.708 |
| year_remod_add | 0.250 | 0.090 | -0.032 | 0.208 | 0.104 | 0.163 | 0.123 | 0.085 | 0.350 | 0.167 | 0.088 | -0.117 | 0.264 | 0.371 | 0.076 | 0.214 | 0.108 | 0.406 | 0.294 | 0.289 | 0.131 | 0.311 | 0.128 | 0.331 | 0.244 | 0.054 | 0.409 | 0.461 | 0.111 | 0.353 | 0.133 | 0.214 | 0.742 | 0.319 | 0.211 | 0.327 | 0.202 | 0.115 | 0.361 | 0.120 | 0.103 | 0.087 | 0.164 | 0.016 | 0.168 | 0.398 | 0.372 | -0.075 | 0.579 | 0.221 | -0.208 | 0.000 | 0.091 | 0.601 | 0.095 | 0.310 | 0.208 | 0.039 | 0.250 | 0.708 | 1.000 |
Missing values
Sample
| pid | ms_subclass | ms_zoning | lot_area | street | lot_shape | land_contour | utilities | lot_config | neighborhood | condition_1 | bldg_type | house_style | overall_qual | overall_cond | year_built | year_remod_add | roof_style | exterior_1st | exterior_2nd | exter_qual | exter_cond | foundation | bsmt_qual | bsmt_cond | bsmt_exposure | bsmtfin_type_1 | bsmtfin_sf_1 | bsmtfin_sf_2 | bsmt_unf_sf | total_bsmt_sf | heating_qc | central_air | electrical | 1st_flr_sf | 2nd_flr_sf | gr_liv_area | bsmt_full_bath | bsmt_half_bath | full_bath | half_bath | bedroom_abvgr | kitchen_abvgr | kitchen_qual | totrms_abvgrd | functional | fireplaces | fireplace_qu | garage_type | garage_yr_blt | garage_finish | garage_cars | garage_area | garage_qual | garage_cond | paved_drive | wood_deck_sf | open_porch_sf | pool_qc | fence | saleprice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 526301100 | 20 | RL | 31770 | Pave | IR1 | Lvl | AllPub | Corner | NAmes | Norm | 1Fam | 1Story | 6 | 5 | 1960 | 1960 | Hip | BrkFace | Plywood | TA | TA | CBlock | TA | Gd | Gd | BLQ | 639.0 | 0.0 | 441.0 | 1080.0 | Fa | Y | SBrkr | 1656 | 0 | 1656 | 1.0 | 0.0 | 1 | 0 | 3 | 1 | TA | 7 | Typ | 2 | Gd | Attchd | 1960.0 | Fin | 2.0 | 528.0 | TA | TA | P | 210 | 62 | NaN | NaN | 215000 |
| 1 | 526350040 | 20 | RH | 11622 | Pave | Reg | Lvl | AllPub | Inside | NAmes | Feedr | 1Fam | 1Story | 5 | 6 | 1961 | 1961 | Gable | VinylSd | VinylSd | TA | TA | CBlock | TA | TA | No | Rec | 468.0 | 144.0 | 270.0 | 882.0 | TA | Y | SBrkr | 896 | 0 | 896 | 0.0 | 0.0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1961.0 | Unf | 1.0 | 730.0 | TA | TA | Y | 140 | 0 | NaN | MnPrv | 105000 |
| 2 | 526351010 | 20 | RL | 14267 | Pave | IR1 | Lvl | AllPub | Corner | NAmes | Norm | 1Fam | 1Story | 6 | 6 | 1958 | 1958 | Hip | Wd Sdng | Wd Sdng | TA | TA | CBlock | TA | TA | No | ALQ | 923.0 | 0.0 | 406.0 | 1329.0 | TA | Y | SBrkr | 1329 | 0 | 1329 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | Gd | 6 | Typ | 0 | NaN | Attchd | 1958.0 | Unf | 1.0 | 312.0 | TA | TA | Y | 393 | 36 | NaN | NaN | 172000 |
| 3 | 526353030 | 20 | RL | 11160 | Pave | Reg | Lvl | AllPub | Corner | NAmes | Norm | 1Fam | 1Story | 7 | 5 | 1968 | 1968 | Hip | BrkFace | BrkFace | Gd | TA | CBlock | TA | TA | No | ALQ | 1065.0 | 0.0 | 1045.0 | 2110.0 | Ex | Y | SBrkr | 2110 | 0 | 2110 | 1.0 | 0.0 | 2 | 1 | 3 | 1 | Ex | 8 | Typ | 2 | TA | Attchd | 1968.0 | Fin | 2.0 | 522.0 | TA | TA | Y | 0 | 0 | NaN | NaN | 244000 |
| 4 | 527105010 | 60 | RL | 13830 | Pave | IR1 | Lvl | AllPub | Inside | Gilbert | Norm | 1Fam | 2Story | 5 | 5 | 1997 | 1998 | Gable | VinylSd | VinylSd | TA | TA | PConc | Gd | TA | No | GLQ | 791.0 | 0.0 | 137.0 | 928.0 | Gd | Y | SBrkr | 928 | 701 | 1629 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 6 | Typ | 1 | TA | Attchd | 1997.0 | Fin | 2.0 | 482.0 | TA | TA | Y | 212 | 34 | NaN | MnPrv | 189900 |
| 5 | 527105030 | 60 | RL | 9978 | Pave | IR1 | Lvl | AllPub | Inside | Gilbert | Norm | 1Fam | 2Story | 6 | 6 | 1998 | 1998 | Gable | VinylSd | VinylSd | TA | TA | PConc | TA | TA | No | GLQ | 602.0 | 0.0 | 324.0 | 926.0 | Ex | Y | SBrkr | 926 | 678 | 1604 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Attchd | 1998.0 | Fin | 2.0 | 470.0 | TA | TA | Y | 360 | 36 | NaN | NaN | 195500 |
| 6 | 527127150 | 120 | RL | 4920 | Pave | Reg | Lvl | AllPub | Inside | StoneBr | Norm | TwnhsE | 1Story | 8 | 5 | 2001 | 2001 | Gable | CemntBd | CmentBd | Gd | TA | PConc | Gd | TA | Mn | GLQ | 616.0 | 0.0 | 722.0 | 1338.0 | Ex | Y | SBrkr | 1338 | 0 | 1338 | 1.0 | 0.0 | 2 | 0 | 2 | 1 | Gd | 6 | Typ | 0 | NaN | Attchd | 2001.0 | Fin | 2.0 | 582.0 | TA | TA | Y | 0 | 0 | NaN | NaN | 213500 |
| 7 | 527145080 | 120 | RL | 5005 | Pave | IR1 | HLS | AllPub | Inside | StoneBr | Norm | TwnhsE | 1Story | 8 | 5 | 1992 | 1992 | Gable | HdBoard | HdBoard | Gd | TA | PConc | Gd | TA | No | ALQ | 263.0 | 0.0 | 1017.0 | 1280.0 | Ex | Y | SBrkr | 1280 | 0 | 1280 | 0.0 | 0.0 | 2 | 0 | 2 | 1 | Gd | 5 | Typ | 0 | NaN | Attchd | 1992.0 | RFn | 2.0 | 506.0 | TA | TA | Y | 0 | 82 | NaN | NaN | 191500 |
| 8 | 527146030 | 120 | RL | 5389 | Pave | IR1 | Lvl | AllPub | Inside | StoneBr | Norm | TwnhsE | 1Story | 8 | 5 | 1995 | 1996 | Gable | CemntBd | CmentBd | Gd | TA | PConc | Gd | TA | No | GLQ | 1180.0 | 0.0 | 415.0 | 1595.0 | Ex | Y | SBrkr | 1616 | 0 | 1616 | 1.0 | 0.0 | 2 | 0 | 2 | 1 | Gd | 5 | Typ | 1 | TA | Attchd | 1995.0 | RFn | 2.0 | 608.0 | TA | TA | Y | 237 | 152 | NaN | NaN | 236500 |
| 9 | 527162130 | 60 | RL | 7500 | Pave | Reg | Lvl | AllPub | Inside | Gilbert | Norm | 1Fam | 2Story | 7 | 5 | 1999 | 1999 | Gable | VinylSd | VinylSd | TA | TA | PConc | TA | TA | No | Unf | 0.0 | 0.0 | 994.0 | 994.0 | Gd | Y | SBrkr | 1028 | 776 | 1804 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | Gd | 7 | Typ | 1 | TA | Attchd | 1999.0 | Fin | 2.0 | 442.0 | TA | TA | Y | 140 | 60 | NaN | NaN | 189000 |
| pid | ms_subclass | ms_zoning | lot_area | street | lot_shape | land_contour | utilities | lot_config | neighborhood | condition_1 | bldg_type | house_style | overall_qual | overall_cond | year_built | year_remod_add | roof_style | exterior_1st | exterior_2nd | exter_qual | exter_cond | foundation | bsmt_qual | bsmt_cond | bsmt_exposure | bsmtfin_type_1 | bsmtfin_sf_1 | bsmtfin_sf_2 | bsmt_unf_sf | total_bsmt_sf | heating_qc | central_air | electrical | 1st_flr_sf | 2nd_flr_sf | gr_liv_area | bsmt_full_bath | bsmt_half_bath | full_bath | half_bath | bedroom_abvgr | kitchen_abvgr | kitchen_qual | totrms_abvgrd | functional | fireplaces | fireplace_qu | garage_type | garage_yr_blt | garage_finish | garage_cars | garage_area | garage_qual | garage_cond | paved_drive | wood_deck_sf | open_porch_sf | pool_qc | fence | saleprice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2920 | 923228310 | 160 | RM | 1894 | Pave | Reg | Lvl | AllPub | Inside | MeadowV | Norm | TwnhsE | 2Story | 4 | 5 | 1970 | 1970 | Gable | CemntBd | CmentBd | TA | TA | CBlock | TA | TA | No | Rec | 252.0 | 0.0 | 294.0 | 546.0 | TA | Y | SBrkr | 546 | 546 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 6 | Typ | 0 | NaN | CarPort | 1970.0 | Unf | 1.0 | 286.0 | TA | TA | Y | 0 | 24 | NaN | NaN | 71000 |
| 2921 | 923229110 | 90 | RL | 12640 | Pave | IR1 | Lvl | AllPub | Inside | Mitchel | Norm | Duplex | 1Story | 6 | 5 | 1976 | 1976 | Gable | Plywood | Plywood | TA | TA | CBlock | TA | TA | Gd | Rec | 936.0 | 396.0 | 396.0 | 1728.0 | TA | Y | SBrkr | 1728 | 0 | 1728 | 0.0 | 0.0 | 2 | 0 | 4 | 2 | TA | 8 | Typ | 0 | NaN | Attchd | 1976.0 | Unf | 2.0 | 574.0 | TA | TA | Y | 40 | 0 | NaN | NaN | 150900 |
| 2922 | 923230040 | 90 | RL | 9297 | Pave | Reg | Lvl | AllPub | Inside | Mitchel | Norm | Duplex | 1Story | 5 | 5 | 1976 | 1976 | Gable | Plywood | Plywood | TA | TA | CBlock | TA | TA | No | ALQ | 1606.0 | 0.0 | 122.0 | 1728.0 | TA | Y | SBrkr | 1728 | 0 | 1728 | 2.0 | 0.0 | 2 | 0 | 4 | 2 | TA | 8 | Typ | 0 | NaN | Detchd | 1976.0 | Unf | 2.0 | 560.0 | TA | TA | Y | 0 | 0 | NaN | NaN | 188000 |
| 2923 | 923250060 | 20 | RL | 17400 | Pave | Reg | Low | AllPub | Inside | Mitchel | Norm | 1Fam | 1Story | 5 | 5 | 1977 | 1977 | Gable | BrkFace | BrkFace | TA | TA | CBlock | TA | TA | No | ALQ | 936.0 | 0.0 | 190.0 | 1126.0 | Fa | Y | SBrkr | 1126 | 0 | 1126 | 1.0 | 0.0 | 2 | 0 | 3 | 1 | TA | 5 | Typ | 1 | Gd | Attchd | 1977.0 | RFn | 2.0 | 484.0 | TA | TA | P | 295 | 41 | NaN | NaN | 160000 |
| 2924 | 923251180 | 20 | RL | 20000 | Pave | Reg | Lvl | AllPub | Inside | Mitchel | Norm | 1Fam | 1Story | 5 | 7 | 1960 | 1996 | Gable | VinylSd | VinylSd | TA | TA | CBlock | TA | TA | No | ALQ | 1224.0 | 0.0 | 0.0 | 1224.0 | Ex | Y | SBrkr | 1224 | 0 | 1224 | 1.0 | 0.0 | 1 | 0 | 4 | 1 | TA | 7 | Typ | 1 | TA | Detchd | 1960.0 | Unf | 2.0 | 576.0 | TA | TA | Y | 474 | 0 | NaN | NaN | 131000 |
| 2925 | 923275080 | 80 | RL | 7937 | Pave | IR1 | Lvl | AllPub | CulDSac | Mitchel | Norm | 1Fam | SLvl | 6 | 6 | 1984 | 1984 | Gable | HdBoard | HdBoard | TA | TA | CBlock | TA | TA | Av | GLQ | 819.0 | 0.0 | 184.0 | 1003.0 | TA | Y | SBrkr | 1003 | 0 | 1003 | 1.0 | 0.0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | Detchd | 1984.0 | Unf | 2.0 | 588.0 | TA | TA | Y | 120 | 0 | NaN | GdPrv | 142500 |
| 2926 | 923276100 | 20 | RL | 8885 | Pave | IR1 | Low | AllPub | Inside | Mitchel | Norm | 1Fam | 1Story | 5 | 5 | 1983 | 1983 | Gable | HdBoard | HdBoard | TA | TA | CBlock | Gd | TA | Av | BLQ | 301.0 | 324.0 | 239.0 | 864.0 | TA | Y | SBrkr | 902 | 0 | 902 | 1.0 | 0.0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1983.0 | Unf | 2.0 | 484.0 | TA | TA | Y | 164 | 0 | NaN | MnPrv | 131000 |
| 2927 | 923400125 | 85 | RL | 10441 | Pave | Reg | Lvl | AllPub | Inside | Mitchel | Norm | 1Fam | SFoyer | 5 | 5 | 1992 | 1992 | Gable | HdBoard | Wd Shng | TA | TA | PConc | Gd | TA | Av | GLQ | 337.0 | 0.0 | 575.0 | 912.0 | TA | Y | SBrkr | 970 | 0 | 970 | 0.0 | 1.0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | Y | 80 | 32 | NaN | MnPrv | 132000 |
| 2928 | 924100070 | 20 | RL | 10010 | Pave | Reg | Lvl | AllPub | Inside | Mitchel | Norm | 1Fam | 1Story | 5 | 5 | 1974 | 1975 | Gable | HdBoard | HdBoard | TA | TA | CBlock | Gd | TA | Av | ALQ | 1071.0 | 123.0 | 195.0 | 1389.0 | Gd | Y | SBrkr | 1389 | 0 | 1389 | 1.0 | 0.0 | 1 | 0 | 2 | 1 | TA | 6 | Typ | 1 | TA | Attchd | 1975.0 | RFn | 2.0 | 418.0 | TA | TA | Y | 240 | 38 | NaN | NaN | 170000 |
| 2929 | 924151050 | 60 | RL | 9627 | Pave | Reg | Lvl | AllPub | Inside | Mitchel | Norm | 1Fam | 2Story | 7 | 5 | 1993 | 1994 | Gable | HdBoard | HdBoard | TA | TA | PConc | Gd | TA | Av | LwQ | 758.0 | 0.0 | 238.0 | 996.0 | Ex | Y | SBrkr | 996 | 1004 | 2000 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 9 | Typ | 1 | TA | Attchd | 1993.0 | Fin | 3.0 | 650.0 | TA | TA | Y | 190 | 48 | NaN | NaN | 188000 |